{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from geoist.gravity import inversion_ts as its\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define model volume and grid shape\n",
    "nyx = (20,20)\n",
    "source_volume = [-50000, 50000, -50000, 50000, 1000, 11000]\n",
    "smooth_components = ['dx','dy','dxy','dt']\n",
    "weights = {'obs':1,'dx':1,'dy':1,'dxy':1,'dt':1}\n",
    "optimize_weights = weights.keys()\n",
    "# optimize_weights =['dx']\n",
    "\n",
    "model = its.GravInvAbicMS(nyx=nyx,\n",
    "                 source_volume=source_volume,\n",
    "                      smooth_components=smooth_components,\n",
    "                      weights=weights,\n",
    "                      optimize_weights=optimize_weights,\n",
    "                      data_dir='./data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.load_data(usecols=[0,1,3],header=1,delim_whitespace=True) #parameters are same as pd.read_csv\n",
    "model.deg2xy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "# let's generate some data\n",
    "# first generate observation positions\n",
    "model.ns = 10 # specity number of surveys\n",
    "# generate observation points\n",
    "model.obs_pos = []\n",
    "n_obs_min = model.nx*model.ny//4\n",
    "n_obs_max = 2*model.nx*model.ny//3\n",
    "for i in range(model.ns):    \n",
    "    n_obs = np.random.choice(range(n_obs_min,n_obs_max))\n",
    "    pos = np.ones((3,n_obs))\n",
    "    pos[:2,:] = np.random.rand(2,n_obs)\n",
    "    pos[0] = (pos[0]-0.5)*(source_volume[1]-source_volume[0])\n",
    "    pos[1] = (pos[1]-0.5)*(source_volume[3]-source_volume[2])\n",
    "    model.obs_pos.append(pos)\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.source_volume[0] = min([min(x[0]) for x in model.obs_pos])\n",
    "model.source_volume[1] = max([max(x[0]) for x in model.obs_pos])\n",
    "model.source_volume[2] = min([min(x[1]) for x in model.obs_pos])\n",
    "model.source_volume[3] = max([max(x[1]) for x in model.obs_pos])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate mesh and kernel\n",
    "model.gen_mesh()\n",
    "model.gen_kernel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calling forward\n",
      "forward completed in 0:00:00.000931\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "# generate model density\n",
    "model_density = np.zeros((model.ns,model.ny,model.nx))\n",
    "delta_dens = np.random.rand(4,4)\n",
    "for i in range(model.ns):\n",
    "    model_density[i,4:8,10:14] = 1.+0.01*i*delta_dens\n",
    "model.solution = model_density.ravel()\n",
    "model.forward(model.solution)\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_field()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    calling abic_optimize\n",
      "abic value is:10295.751319571833\n",
      "abic value is:10294.1479819477\n",
      "abic value is:10281.659915231192\n",
      "abic value is:10247.810656012032\n",
      "abic value is:10128.116166756236\n",
      "abic value is:9539.243241078442\n",
      "abic value is:8049.914817417552\n",
      "abic value is:4433.372880723759\n",
      "abic value is:2302.19575055961\n",
      "abic value is:2127.9115771799547\n",
      "abic value is:2116.0388389906993\n",
      "abic value is:2115.14830975126\n",
      "abic value is:2114.883370432757\n",
      "abic value is:2114.8577676614427\n",
      "abic value is:2114.8331929872406\n",
      "abic value is:2114.6850940306367\n",
      "abic value is:2113.9326098175343\n",
      "abic value is:2112.2642963498292\n",
      "abic value is:2107.891183767383\n",
      "abic value is:2083.049175169913\n",
      "abic value is:2036.3582349779776\n",
      "abic value is:2012.859031460121\n",
      "abic value is:2008.5878526026822\n",
      "abic value is:2009.2559150213383\n",
      "abic value is:2008.5131086540136\n",
      "abic value is:2008.487620871637\n",
      "abic value is:2008.4845597966332\n",
      "abic value is:2008.481152789969\n",
      "abic value is:2008.481889249328\n",
      "abic value is:2008.4809716186764\n",
      "abic value is:2008.480903101854\n",
      "abic value is:2008.4808374787008\n",
      "abic value is:2008.480566228086\n",
      "abic value is:2008.479882215634\n",
      "abic value is:2008.477470241662\n",
      "abic value is:2008.4689580243348\n",
      "abic value is:2008.4479727370835\n",
      "abic value is:2008.4014524614086\n",
      "abic value is:2008.2589091942027\n",
      "abic value is:2008.0167759274673\n",
      "abic value is:2007.8041570638097\n",
      "abic value is:2007.5407912501132\n",
      "abic value is:2007.5367867821117\n",
      "abic value is:2007.2007724142304\n",
      "abic value is:2006.7376092249942\n",
      "abic value is:2005.9837026016194\n",
      "abic value is:2005.1281106005117\n",
      "abic value is:2004.7874835433254\n",
      "abic value is:2004.0842003110033\n",
      "abic value is:2003.882818562459\n",
      "abic value is:2003.883427755175\n",
      "abic value is:2003.870560007978\n",
      "abic value is:2003.8680987811906\n",
      "abic value is:2003.8679736023123\n",
      "abic value is:2003.8679178200455\n",
      "abic value is:2003.8679286280671\n",
      "abic value is:2003.867910806046\n",
      "abic value is:2003.867911122779\n",
      "abic value is:2003.8679054305023\n",
      "abic value is:2003.8679042446947\n",
      "abic value is:2003.8679046907762\n",
      "abic value is:2003.8679042866988\n",
      "abic value is:2003.8679041912667\n",
      "    abic_optimize completed in 0:06:52.384969\n"
     ]
    }
   ],
   "source": [
    "model.abic_optimize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fcdfaa6af60>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [weight['dx'] for weight in model.abic_log['weights']]\n",
    "y = [weight['dt'] for weight in model.abic_log['weights']]\n",
    "abic = model.abic_log['abic_val']\n",
    "plt.tricontourf(x,y,abic,15)\n",
    "plt.scatter(x,y)\n",
    "plt.scatter(x[-1],y[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_density()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "calling forward\n",
      "forward completed in 0:00:00.004708\n"
     ]
    }
   ],
   "source": [
    "model.forward()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAGrCAYAAABuR4tAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9e4wc130u+FV39WO6Z7o5w3mSHHJIDkVRoiRSomRaluTYkiLJ8iKLeONdaB37au/NYpMYuBdYXCxhXOQPY+EVsMACxgYbIMZdrbWRsDe7TpDEjCXoOvJD0cuhREm0KIqv4bPnyZnunn5X1dk/qqu6HuecOlVd/RiqP0CQ1NNd7zrnO9/v9/t+EiEEAwwwwAADDDDAAAP0DpFeH8AAAwwwwAADDDDA5x0DQjbAAAMMMMAAAwzQYwwI2QADDDDAAAMMMECPMSBkAwwwwAADDDDAAD3GgJANMMAAAwwwwAAD9Bhyrw9ggAEGGGCAAQYYgAZJkh7oxn4IIae6sR8eBoRsgAEGGGCAAQboS2Qy0r9MT0U7vh9JklYJIRMd3xEHA0I2wAADDDDAAAP0JfbOyfj5zyY7vp/xnTeudHwnHhjkkA0wwAADDDDAAAP0GAOFTBBzJ04+B+AHAHYDuArgewsvPPtKb49KDFv52AcYYIABBhjg8wBp0DrJDhp5af7pRwBSlq+WAfxRvxOb5vlsyWMfYIABBhjg840j98VJl0KWpwghxzq+Iw4GCpkFFPKyp/n/ZdgJDZr//wMA/U5qfoCte+xMDFS/3qEfr30/HtMAAwwwgB8MCJkddPJCSAqS5P42IXuezjzflxJjfn4WK8cPAyMpsI5dZDv9ONGxiPPciZMI+9j8nH/zuz8EMN78aBXAv233mPrpHnTz2od1TP10/QYYYIABWBiELJt4OvM8+fSPv8EiL9TP5UIJ83/1sy4cnT/k52ex+JUHQGJsvk079lcLL0qAiwAAgPXkex7unDtxcgH6pOvElYUXnp0LcT/C4d7md18EEHdspgbgvwt6vfot5Nyta+8HvGOCnnIQ2vXrFOkeIBxsZfLtOPa15sfbHf9tO6d2z3crXK/PU8jyc0vIaMrWhW89AyWTdn1XKleBmGwjOFJDwfQbp5C9cK2zBxoArPMwwDt2ETKHHk6+ADB34qQGO0nUQQgO/vlfh7afi9/5OvU6yoUS9v/4p0LfZX2/E8fQDZz77jfpixaALLzwbE+qtnnPg1wsM68fbTFlLEoY++kI6R4gHPTb4oUFH3nKLJQB/BHjN8Lnu1Wu1+eJkH0uQpaiYcWJd864yIjUUDD95ocAgJXjh6GMpCAXy5h450xfkjEAUEYY73RzguId+8rxw15kDGgpZ73CVVAUEblYDnUnrOtI+5x5zT3+FuYxdAORag3aUJL2pzXah10C83nwe/1YY0V+fhZ44kEgQuWcCblQevnpzPMv0/7II3kDhApqygnv3nQb+flZSPY5Zo/UUF5GQwFJUd8rGlJyofQyANpiw/N8Lc/jbZlfvJVxWxKyoHldBklhEa9+JWBOMFWBYtkzxCo40V8NdmSh4XtSQ3nZSZzH3/oo1J3wrqPod1nf78Qx0JA/sBurD99rPs/jb32E7Pngt69fBHVXeEdVgWjLzVtqKJh454z+Lrdz/eZnsfToEWjJOEsZBMB/bzqRZ9oPJK8Pw13UhaJxb4y82l4uqmkLXhKTAdmfE307C0DzeWSn6Ox5OvM8EXnG+vAZ2NLoW0Lm50aHOeBlL1zbMsSLBZbSN/HOGc/f8ohFE2W0JPaeYOGFZ185fuQ/vOxFNNolI+NvfYSlxx90XUca8Rt/6yMsPvGQe2BV1LaIougx0M4VgO23SiaNxaeOY/nLRzH5yw8CETMylGD9abvvjQUEJdQyDgJEKjVoybhrsg36LgiG7wGEr856oVPFRKJEr9+KO5rHowFwMRu5WHbdSyWTxuJX9BaJfsf7dogdkyxxyL7f70eqdT1tZSSFSLUOQgjIUMJ1rF6LPdYz5sg17ptn4HZAXxIyrxvdr5WN/QIvpY8HGpkzZJHmdlJvv//9nr5sT6W/TbIAl1DkD+x2kZGlxx8EPH5nhfE9EVJnfLb85aPQkjppkSo1TP1KnPiwSJWkKCBNomfdpvX7+h8l+7k2FDeZkCRoQ0nf18IAh7B3UzV1h1rkKCLlKu548R9sH7PeBQDmpMV6PwTD94CqCRE8EXRCxfGzTd7Yat0OCKGFb3sS7rLMFy4yZlVKacrUyvHDvq6vCLHjXW+BBW970DRoMRlac+GkWRZQzmMNunA3nhGZnqs8CHm2gb4kZOhBLkA/yNlhIqjS1w6Z6yesPnwvdQBeffheXyQke/6qLwIXNBxII5CLTzyk/9GqujX/7vy+E15hEOu18KMkMpTAGrqrmnJDU0443wVRtUQ8Ty+c9WGYKk7Y23SphWyFphf5pbT5AtA0s3gp9+RD1B/6zcX0InZe15u64KWBEESqdWjJOCRjYSWiokkSILNra6zH2u5Yz7l2vc4x3rLoV0Lma8BtF50YCLcyaBOYVU344v1/Rt5+//s9yWF5Kv1todmvE8nwYedjWUEjkDRCZRAp47/bgTKSCkVJBK3CsbNoq6hDVC0RVjOiUd9KSzvH1YttCquFvcgvJWQPlaxIknB4ThRe44rX9XaSIBbJMvJ98/OzyD3xoHhIU+B71nNoJ0WnT9Ty2wr9Ssi6UkVnoBMD4e0CGlnNPX4McydOroDii9Px4xEkRWENwNb9WpUhq4IVRu6aH6Io+t1ItQYtFmMqZZFqzbeSuPrwvbTtxdHdMAW1qEM0bChK1oXVDM42AXH1vROLiHa2aQtRiqEn+aUi73o7ebV+9sW73s4QOUu1AyGYeOeMOfYyKnsDI6x5lHVNSUzuaY7xVka/ErK2Bly/6DdrgX4CdWWsV7MZxphdS+Q8fuQ/EFE1h5UMn7p8Q/f28qlyLX/5qJuIyFEsf/mo7fdBFSc/uSXm4O/hNTf82VUU7t7P/A4h/p/9XoYpzEIfQvagoSCiqNQkfi+IknWXmmEYRNNMopuJ47RcNVH1PexFRDvbFC5o0DQgEiHoUYXd05nnyQTlWJ3zRVipGF7EjvceG58bz4BUqVGtLiLVOrIXruHCt57hX3+GYTnzc/ibR70WEpxr+jIGSf2B0JeE7M7/4/972W9OVzs5YJ0YCG8XCJLSriRy+lFzaAn5qcs3ULxrX6DwnJGo7/U57xidx2MlgzQCCUXV/20hgtYKS9f3LcUX4299xFKzWl9vVl75efZ7FaawFfpIkj6RNRTMvP5e6JOqFV75Z8Zv0ws5KvGSFFVYfQ9LxbEpW/WGa4IW2aZIiNJiMC29WnhxztdBhgAjuVyUbDm/t3L8sO1zEXjti1kU5SBIJCYjoqiuwhupoWDq16cB8MdeqaEgc3YBhUNzrt9nzi6gNDfjWWXJQ+6RI8jfs99WKERbSLBCnqK2GQPY0XeEzPqSib4o7eaAhTUQso6t3xLk/RyTD+WmowrJU+lvE+W736T+jZnM7Uiyv/idr4eS6M8DT1niKWesik7aZ9Zj5f1t8anj3GM1fiNq7QEwiGN3QlWuxG0Sk7H4yH2+36d21BLWb1lpD4RBiGnPSRgqjoswJhxNBQhB5uyC5zZ55tIAej6WOatBReaLsHKFefui3UPWtdSSccy8/p7/ikxLsUJqcY3++zdPC5+PE/n5WRsZM+A3jWdAyvyjrwhZUDuLpUePtJUD1qnKwn4sFvB7TD7yaDqeyNmuktlOaJoVXpAqNaFjBCGeZNAgZkYO2uJTxz2tNoKGQQ3S5cfaw9in8/tKJt2NVitUwk+GEsjPzwYiZUHfQdpvmflADLCeWVFiwRqrPJUtSUJpboY6YbtsLRih2V737w06T3QrV9h5D1mt7ORimXu/mZ1jLG3vvAqwgsxjK8cPM0OeftN4BqTMH/qKkAVBfn5Wd9GmwM/D0wlD2F4UC3ipX36PyUlWI9U6NLelQkcVEqOy0q+a40Q7hG7qVx+47R4UFVO/+sD2PdYxiiolIVU9Mo8FhLj80fzadTi//1rppW7ki1ALfSBJyD35EFaOH+6pYsN6tqRKjdoHN6j67rWgEhnzaN/Jz88i9/ixVrcDSQoU6uw02vGg7FWucNAIjF+hICwBgHc9Bmk8nUXfELJ2Vj280mEagoYR/f6u3QEgSB6d1wsZ5Jhoq7BmS5quJvP6UXOclY6pyzegxaLUScZK6FgVkqL7Zn1v9eF7hchgWP5pvGMJKzzbZXwPhLzMsjfotfoctA+u33fca0ElkmJAGxeXHj1iaz2ln4AEaASQeh+iBFpzhMg1o32nV7nC7YbIRa95WAIAT+UPQsi/eP+fkdzvfuEKBu2VPNEXhKwTqx7WwxN0FRHkd+0MAEH2J/JChjEoGYPEq4UXw63HFtm3gJpDU5kK9x6wE3eKUuSlTokqSazviah7PMJ8/t/8HrRkwhexasesFuis95ofLLzw7Cv7/u3fvKyxWzd1xaqGRQa8Jl3aMQV5x70WVF4pBixlhhVlgATc+Rc/of+tw7C2z5MLJWlifhaAd9Uq67qykuC7ofqJEqtOtGXyqwBOvHMGua8ecxcEBWhka1p3tNTtQXslDvqCkLUDXqiA9iAHXUUE+V07xQJB9ifyQnaygKETEDWCtYJqsupUViQJxDEJhalOOZE9fxXlme0o3DNvhoNGPrnk2i5zddpseQTQw5hhECeaqhi0KrUTmPr1ac98xk6Gn7wIlN+0B9Y7zitU8FpQOYmhVKlBkqRA9iAGPv3jb3gqe3MnTj4X5gTrbJ/np2qVdV1LczOYfuNU3xVZGeA9X+Xp7cgf3meOHdkzlzDjyAMMSwHMXriGpUePQHMSskgkLEPhQXslBnpOyNrtS+kVKnAi6CoiaKgPCCZVB9mfyAvZqQKGfoLwpByJ2MxdO5ljkj+wG8W79rVMHiUJxbv2IZVbs5EbRhWjC1aiGDTvzErApEoNJN4ykaWqigiPoPrF05nnSbb53zyX806Gn8LOCWU9V7xCBZEFFY0YGgTKyLdLL+RMawS5WAYaChCPuQ+GYnsAuFUqhK96UKtqRXIxee9xu0UTnQSToP/O/frnxvMuSXoVJGAjZWEutsPIy/b4/qC9EgU9JWR+cgJY8EMw8k3JmwavgVx09UE7lyBVSUFWO6IvZCcKGDqBIOoY4LOBr9XclWe02CZE1TfjvxefOu7ZBsUY7Pwqe/kDu7H02FGQoYS5D1oFaViVVmHCeHZZfmCdVHrDcr33ymmCJLlInvX3kWpd968S9JaiKS9OjykoqmHyytyOQT6N/3YgbNXD14RtHRdFK6JpCLMyPqycYxsZMyBJyB/eZyPVE++cCU0BDENt48238FGVXyURfFKnjE+3IXqukIXxAogSDGYBgECyogjZCfNlDrLa6YT61Q8+an7DcazqQhbBMM1dWQRItI8cB34m8+z5q8wiACuMwdHPtr2akougHyqteqH0huV6b81povk9AfZ75/y9NpSA5MMUlxo2cu5TjkIqVxFV1Na+PY6LgjBVD2pVrUjVqiRJ1HbvZCiBC996hvuchKWCihqrWuFrIQmYxSzG9g3rFblYDmSYbEUYahun4I6gBy22tgJ6RsgMdazT1hCi/di89iUyAYR5LkEnnDDVr176qBnqWO6xo7bQmUg4juXSTwvBWdHJKiy/2/YKXVoLAliKAG3b1Pw6HjyqUrsBVlpDt5XeoJMUL6cpUq2DVqhgvXftjiuiiiYZSmC+mcDP884CmG27woxjfw+WHDJArGoV4BUoSCZxKU9vd+VgAfzFzWfP/xeY+vVpoZBnEGNVZm/IaIQ+blFUMyCccZo2/6QXcmbYux3FD8AgoZ+BnhAy6wDb0bwdwX5sohMuLzeDd7xBz6XXocVeN13PH9gtlMfkZVVhoHhgNzeU0a7PGQ9+t+0klXpyNlxVlvkDu/XcLycUlbptP8+i1FAw8skllPfu7HmVZT8g6CKJN8bNvP6eJ8lrd4wUVV6s4yCPfJant7OUvZ8KHZA4yiAkBejv6PSbH3KrVg14nm8zByu1uObaDr+oJqF7tXnsP6ixKuv5ol5vjuIPtD9OOyMj6YWcrUKVVd1qMxZm4/M5gAiga4TMVsJskY3DVCWcD5HmkLZpCNOkkYV+CPEEQa+MFA11bPXhez0HNj8J7V7mrp307Wp329EmwXJ+n9WvMtJoULfNnawUFZFGw22t4TC//TwjyCKJN8aJkDzePfMKwQFi/RX9NOPmEI6vA/gu80AE4exbCgDwoeoKdReh5OkJ/TYa9SQ6XuMjrWrVAO35MgmPpcpSUlT6QszHcbDglXNowEr6XHMhmyx2o83alkVXCBmrhBkIt6Guq/KHxdJD6scm2oC3Xy0lvNArI0UDIo7R7TQcByFANGI2/vbjNRYEvG0HtZxgXSNWM3RWfl2kWsPkLz/oO/WLFq7sh7xGP/Aa47xIHpMkCBrissJPzoRwEXIAdKVyjlphGbQVHm9RR3uWpt84pedjBSxq4S56AoYVZ948bQuxiogBon6XIn1Zva6FyFzYXAS8OAhXstEthYz5ghkViLQB1s/A6+chkovh9GPjmdIa++n3yYKHXniWWSsreY7RRjjOr4pnEI52bSLCVM+EjGxBJ5p+SfNWd+9vJ6+xV0TOSRAi1ToIIcItn7wIhghZoZKrgA2oOYQjrIeISuz8KD7WalwWuZIqNeqzNP3GKS6p8iI6ov1/2wkrup4JwHebK9q7lHv8GLfS1gmvwiIb9OMLRUW9XdEtQsZ9wVi5WX4GXi456lA/Nt5k2OsGvGGg155lLDUn89F5k0AEUfGCGMCG2WNS5HhEV+dB8t7CVgGfSn+bvFZ6qSsNhIPmNXayQEWE6LHsOkSPw/j9p3/8Derfu2lFwkw+j8lhhaKoFZa0d5rWEN3ZQYGWgyU1FN0wl/Is5Z54ENkzl5C/a687HUBVffeg5OV6Oe+b096EEMK0N7HOm0EWG1QRw9k+iwPrXOqjQnTgP8ZBtwiZ8AtmwO/Ay3PsN0q5wyYUnVaQ+iE0wwpbvFp4seMTsIiaE4SQBMmN66SLv5/J1PnObHXFyy+C5jV2qkDFL8HyexzOMcBPRW2QcxEZb1gLtbff/35YoShqhaVzXGXlLTnvQWpxDcUDs2b1pVEgYNhEuBCJoHBoDtlPLqMwv0v36wMQqdaFqiyN/WYvXGNWqxqw3jeavYkBr+fKSvitBsC8OaMtEk8Ipt84ZW5bVBUEsBZ8p7c/ukXIhF4wK/wOvDzH/k6RmLAVJOuAKFVqIImYuWLpdfPkboBmBOul5gQhJEFUtU4WOPBCsyKWE53Me+slaPljQfMaw75/NmXGRwjRl2ccLS9WVXUTV4tyE8Yi0C+x7GQF+MILz74yd+Ik5ELpZd64ystbsprYuohC8795qo5hSzL95octxaqh+D4XHlFx3jevPCyvBYTfe+jb98zxW6daZ5wDz8duAD66QsiaL9jD0LQ/NapEMmcXApUuM3NjehReC2tgcr5MtFVwNy0nthL8EpLxtz6iVlvyVLVOFjiwVL6wLCf6pUF4GAiqSoddzS3SU5NWTefnOFghpUilhki5Guo412uLGycWXnj2laczz7/M+44XmVZGUtzz8lJ1lJFUKKblgIWoOMKqQNPzTXBhYBQi+FVfrcdg7NuHqmVH00id15WGFVoHsN3fzj5f6GaV5fPWPn60XlxWBHWq36pkRahKBb1tW9NJBG2T1C2w8tlSl2+0vW2uytem5YRX7huNrDGPpQ8QdOEVZnqB0LvKCJ/5OQ52BW0cd7z4D76PmwYvH8V+Hm+8FB65WOael/HM5J54kJ7ITkgoJJWVI7306BE9jOpHSZIkJinknSureMHaailSres5ddaFqtPvjBBkP74IwN3P1HpcXSj8uC3RsypLnjkf0PuE8m7Dj8njAHx4KUJU7y45ys0Hy56/ivLMdnv1I6NBeBA4SZnViqMd8HLfAHe1qdFs3dpkPKziBT9gufMDwRZeYY4nfkmKdRL3Og5akroTYY0BYVkn9Aoi4cCV44eZ6QBWpYlapCDQyDwIRP0rWXCSQuOZYf+ATSzn/+pntneAZghLs0e58K1nuGS1C4UftyV6WmXJMuczEGo48JH7AiVndgsi8fyt7GlGg2kWTMge+TtfD0WJoSlCi088ZDbT9lo181Deu1PIiiKs4w6DCPHOlVrdSZmEwjrHXiOs8YSb8wd49oBkHQc1ST1Albhocr6X0sfbF20f3YZXOJBFtgAAkYhLaaL5cXUiTWHp0SN8MtZ8jiLVOlNBM42xPcidH2LJfG58tpgCulL4cVuip1WWgH4DRdymgyI/P4vcV4/ZJhrRFhjdBHW1p6iINBRoyXhXFcJuVHc63biDEBCaEsYiGcSi+LAMg6ll9ZZ9sBBGWKdTVZy8nCU/x93Poatug1lAZIR/Ak7iTC9FTaMSDRr8JHbzrIJ4+2LtY+7Eyee6bfrpRbJ5YUmncknbjmh4WXTMzM/PsnttNmG1TfLqKcok1ZZ7KPJMhlUQYN3mVk4h6hW6WWX5VwAo7nxibtNBsXL8MHXVL9ICo5volxBtFxuKU82CRQhI/sBuU/FyNh1nrQZtYCgPRv6Ui4R55HiEEdbpVA4PzxZk9eF7hausuhm64oUr/aITiwuvdzVorhrzXksS7mw2/faCn8RunoUGz0eRtQ/o73TfKSDZC9eYFhe890t0TPYzZvL6XALuZ8Ur55B3/NZ76PVM+i3q6IVp+OcB3a2yJORPWQ9jpyp6Oq1shIlOrSja7XjQoXsTyI3bGdqzgsRkr6a2NsiFkivPjLd9GsJqPt6pKk4vWxDXuSpqc8d2WwXWORrkde7ESQ26Ev69fmmN0snFBetdbWdhFcYz4CexO6iFBkdZo0ZB+gFBr63ImOxnzOSpks4G6sb+jX3QnidRpYq3Dd5xsT7vFwHhdkO3FDIsvPDsd794/5/9Kc+9mHXz21nlttMCI+xj6QXC6njQAfLq2ywYYLjaW0FRv2iQi2Xs//FP/W8fsLXGCqsCMYjBrShYtiAsskb7jPZ7B3mVoN/PH82dOIkgpMzMKeQ0X/aDtlz928g5DbqwCkN14OW3hWWh0UkLmE6hk4qOnzGTZ2B+8P9yj0cA/3kSPS+vZ3Ir3tPbEV0jZIC3ezGrNUY7q9yJd864csgACLXACPtYekHmwup40IEXk2oW7EVAhIihJe8mUq1Bi8WEFR+R7bPIXDvoleO+F1njgUFeUwgQuqLlFNLerdwjR5A/vM8k3tkzl5jWOUEWF73MOQ1DdWBWtzFC+VoyjkhDwczr7wnvh08Cvil8rN1EJxUdP2Mmz8DcCdGWXED75+WXsHYxteVzha4SMgN+bn67ITQzryOEKst2jqVXD3BYHQ/Czg2guXGLEBBhd2lJwsE//2sA/oxRvbYvEr4LSqi2muM+h9gE6VdHzSm0vlu5R47YexJ6+Bn6XVzk52fZnlQh55yyJtt20xb8Vgwa5Df3VXHCuVXDVZ1KCfEzZmYvNHtrWhYVydwqlh49Yua5SZUaMheuo3BoTmi+COO8/N7TfjMSvl3QE0Lm5+aHEUJz7i9ICwy/x+IccLWYHNoD7Keih4V+6Hiw8MKzrzyV/jbXjdsJqkErBXKx7CJI06+940l4WAawxjYFw3f6APrUcZRntiOVW+tbo9V2ELL5o2dOoTmJWSFJyB/eRyVkfiZKY8FEJWOUY/ELqr8Ywzy2XdAmaFqDbRvkKBYfua/jYdnbEcZ1MI1eAYAxx+TnZ1E4NAerSXpldsp2X0gqSb1XnSY8xj0V6Ye5FY2EtwJ6QsgA8Rc6jBBaWOqU6LFQe9Axks39PsChVPQ0W18Y22Ot1HsBL5XJGdqTKjWQuDskmbp8I5CvV9DQITV8J0ko3HsAhbv3d9RotVetkRjkuAw9HO0X3jmFLDIhSdxFShieXK5jaUJkccRqgm1Fpyfb0tyMZ14lsTSz3krol7xeIkfNa0xSSdu4zOt9Sr0vjHvVacLjNb94mdBGqvWOHt/tjp4RMlGEEUILS14VPRamnxAFfnOzQqnoQevl6qc8AFFzVGdoT9SPTNRWI0jokGdZ4MxfDNNotVOGsiKwkddMmqC9KktqTqHt3WIVaxDCfY69Evh5rYNMUHJORd+ffmiLthWVi1cLL0peFij9MoZ52Y2048xvRaeT7Ns9Dy0mM3ttDuCNvidkzlUuCAGRo+YDInLjw5JXRVfcvNJmv67bosfsp6KHZyrYyzyAoCSKRqAWnzpO/W6QiUlEgRLObWvjOGjolKGsKCzXXnqt9NJc0O3Qcgqd71b2zCV3KIcQSIqqq6QWkJiMpUePcN9VoRY2hDBzTmmO67T3R/Red1JdEHk+t6K60S9jGG9cFiXkLoQwX/hF2+ch95e/51ZD3xMywJKY72Ml1KmecCLhPJbholSpIaqobUnrYVT0eJkK9mo13c7xOElTpFqDNkQ3vfQDUQVq/K2PdBIo2Cg4rJVuv93DdrDwwrOvPJ15nplTaOSJOassjcR+J7RkHFozDEcLvTAT+A0Qwqw+5DmuO6+9KFnvpLrA6/sIAFBVTP2aXq3az/D7/HcqvBlWRwwTiorsJ5epfSQB/nnQ5r4wLE1Ez2Mrjj39gi1ByAB/K6GwesIFQX5+FiQRc/9BUV2mf0Hgt6IHaM9UkIZXCy+KsQ6fCHo8NNIEhW566dfXy5cCpREg6rg0qqY/e20eBwufN/+gmTdPuxL4S3MzzApCK5yhFy4Za4JXZSaahuBJhswftqcu8CZpV2FTtQ5CiNnfVZSY9Eu+lgE/z38nw5tUeyVF9Wxw7lR7AdgNYinFKrzzAEDNVxQ9V978wjwPB8IeeypaDJ/Udoa6TToudmEffGwZQuZnJRRGT7igWDl+GIi6PX8iDSW0CipjPyKDIk/RSy/kqCGg9EKu7eMMgqDmqKz+lVK5iqjF9DJIsrvoc7f68L1A1D3BS003dNL8W6Raw+QvPwgtnNhJQ9mtAirhYajifkJIvImFl5ZAM+UE3E2w/Zhje0GEbLRbrNMv+VpW8IiQEx0Pbzpvp9Q6RhrJyZxdYCpgPHjleVB16uoAACAASURBVLGebZFz9ZpfREL8g/ZJwbFlCJmflRAvwVq0J1xQsPbt1VDWD8KqgqRWXkmS/jnDbLOTcFY4GvmCqw/fa/u7E6xrToYS2N/0IgsK0eeOeQwxGbDkN2nJBBafOo7Vh+8NpRqyV4aynYJIIrcTtElElaPMPo0ipMdLQec5rtPeTec768ccWwTdyKXql3wtFxhEyIl2w/telbyuhXjTu87oKUn9bYBxtp3zUEZSniona35xLSwoCwojD/HCt57pGxV1K2HLEDI/obpehnEi1bqZt9LtfftF0PyLTvYtpPVY9Koc5OXo5A/sbouciCpQzGNglLizzikyNgoA0G6tCx/jVjOU7QSckwgtYd8z9GLxm/OaRPw4rvv5vYi6QJtQu5FLKLKPpzPPk06lNNDAI0LO+9fOvOClDnpdmzCthLh5XsNDns3Lg+ZiG8/a/F/9jPl+jZy/1ncq6lZCzwiZ31wEP6G6XnWiz8/PQqPJuaqK9EJOeNXQrTyNNvIv2u5byIPfykFmQr0kcasNRaonRRUov0n9tHMyyJj1v/0Qs26Cdu36CX5DL1JDwfQbp3wZo/K2387vvRK2aRMeq5AozIVgP+Yr+iGi7cwLXupgN68N7zwMt38WSEwWNpwVCVHTOkL0pYq6RdATQhY0F0F0ldHuYBkUK8cPu3tmAoCqCbfBcLaH6eQKo90WVgjYt9ALflf72fNXfdtc+PHv6qQCpYykbETMiX4kZqxrN3fi5HNhk/N2IBp6CTo+tKt60H7vNTayJryIogINJfRFqJUcRqp1aqFMT3OGON50TrRz373GJNZY6mchLgreeSw9eoQaoWkdFNtw9tM//oZtW17kivb8sgjhoPJSDD0hZN1g0WFKxKJgPnQxGYSzKnGZU3apZYafAYrzQgXpW8hFkNWm39+wVLig+V2rD9/rSx0zj69UFfoej7QB3SVsrGuHDpDzTqEX44MIvMZGXo7qzOvvCXUNECUkTnKoDSV0okOrBuwCaMfO694QKhHyIH60sTS9kBNeiPPgp5sKYXSE8QRFAAgSBu9HFXUroSeE7HbyTrIiiDmokDklOndtRCemkPsWchGkctDPb/IHdnMLP4K43QvdH0qZ+/D1Ff2Y9kxj+cgBKOkk5FIVk6fPI3tlUWjfgE7YnKSsUy2VOOe6Z+7EyQV0ILfw8wKvsZE34Xm9y34jE14dR8hQgtvvMEzQjj33+DE2UWp+x/j34lceQHl6u4sg5Z58CIuP3OdNLDnEzwCtcKNd4cHvPQuj/ZVxjLxnjUUSe5UudLugJ4TsdmXRrIcRDYWZ3xFGCX43wPBSCtq3kIsglYOivzHCbZ59/WIylr98VJjACJFxSo7b5q4J5Fc3kDt+t94LD4AyPITc8bv18wpIyjrZUsnjXDuWW/h5gNfY2Mk8KCc8FxldSKswQB0nKfZCAKgkjcRk3VDY6T0nSa6+k4BblWIVa/G6GwQVHlzGro5jJjEZuSceRO7Jh1zqHyuX0AWrksawX5l5/T1mGNZvblk/qtH9CG9nxA5g4p0zOlGx4HZg0dkL1zD9xinIhRJACORSFTPvf4aZjy9BUlTbd6WmV46ostLra2M7N4AAuALgjzo16WbPX8X+H/8UB//8r7H/xz8VIhEiv6F6ljGgJRPIHxCLyI6/9ZHrmRaBkk5i+cgBk4wZIHIUy0cO+N6eEdrkFUa0C4FzNXILB/CJybNX3GOjouqfT45jW6GCmfc/00PdhEAulISLEXgE4cK3nkF+ftb2uZ9FoNUHqxMQjhBoGvtvnEWY9fgNVUrJpE3FXIvJ1G0b3RVoYF0/Holz7ptpXhyJmMe2+JUHkJ+fZZuSM47tzr/4CaRKjfmdleOHkTm70JrPms9aaW6G64NmKGWGxczK8cPMazSAHT1RyG5nFm3I1tLUhOtvy4f3QUklIJdrmDxzCdliFSvlGpQ0Z0VDCLIfXwzt2rRTwZm9cA1vv//90Eran0p/O2DCQ3D4Cv16VGlaYSp0jxzR7ydlZUuDXKoy7z/rc6/wZmRstKNpAS6/OPpEF0puYacrjvvFeV6aHDf/O6JpUI08rVoDMx9eQPbasvn37LVl2/8D+grJug0AIMurtv/nWbPQVA7hDgNNdDLlRDgdpGn8LWRB44Bx/FQ1To7SyZ4cxeIj9zGr/XOPH3MpebwWWUH6XtrIMEs1tMAqfkiSBOog3HwmCofmXITfK3Hfq5PAAGz0zPaiX5NqwwCNjGWvryDbzBeyYvLMJeQeOGhXSAw/JIO4XV8BpiZAlty/94N+dNruFFj5U8zBmuPsLoLI2ChG14oY/btf6/vfM20LQ9L2ISkqJk+f18nV8JBrm7SEf+d2WeFNuVSlbzOk0LdReXrxO1/vWG5hkOeVmvgNtr1Er98HK4nKz066xwJa1bbHdpyfGcTMi2A5w5cuI1CAS2o6mVYhSg6N+yvaucEKQ7ni5ZfSQIYSVIKVvXANi4/cB5Jy3ENOi6ygpFY00uJcdHgZllvJnmhvaK9OAgOwsWWMYfsJNMJFllaon3vBIGku9YxC3qSApMyWk+CjgpM1ufU7ePlTtOR/3mDtNcmwqh8NcmRVsoavr2Bz14RL2SLpJBbv2W+biCVFxcT5ayCjI7bt8sKbVkI2fH0FGwdnXf1bw/YLo17PkHILWQN77stH9cbglgbjM2+epid+f/WY7prXVA6spIu1fafi0SkVzUmilg/vo9/bw/tcipjf/ZDlVSGndefEbl0486rBO51y4jz2SLWuhxEpFhy0CIwWk/l2EGgpV34XbZAk1xhqXCtWkj2NQElTE5BZEZNm2z+W8i6X9dAjS1Vn+eyJKI/KSEq4N3R+fva2LdqTJGkWwEsApgFoAP6SEPJDSZLGAPwnAHMAFgB8kxCyLkmSBOCHAL4GfUz8V4SQ93n7GBAyn2CRriBkzABLPePtR5SYiVRxGjkkIgaU/eY1RQMvf2r/j39qfscYrJkDBSFUAkMjYawwokGSTGJ16YZ9F6MjyObWoA3FsTa3A0oiBrnWwPaFmxgulaFmhhAtVMzvi4Q383umkZ/f6aroHPnkUuh+arbwZSZNEGIHB+Z9icda5yZJum8fQM1toSlMxiKE13LLUDw6oaLR1CwAUFKMyZvxeZB9GgQrSOsmFjnrVqjXGVXxaqbu/K6nwtZUrni9J129f5uwPktC+yLE9P2aPHvFHP9pERNJVTH52TVkVtZRmBjF8oFZl/KuRiPIXl9Gfm7G9Tcz7F2susKT1H7GlGOlVts6ekMDuuEypyL1CnsnWwIKgP+REPK+JEkjAE5JkvQ6gH8F4OeEkBckSToB4ASA/wnAMwAONP/5AoC/aP6biQEh6zPkd02EqpYJ5SRQckhY6gG2gNeUZxsTh9HrZ//69+iVSY2Gi8CwyBgrjJjRiyBa353ZjpWDu6EMJSBXapg4dxXDpTIyqxtINlrfjecb5n+rmVboUa41oFDCDNbwJk1FgyShvHcn8KsP3OfZJozr+VrppVCLhPy0o8of3ufLB84k44ztG4pHmJ6JLCJmgKWOGOoHoIc1XeODD/XMUMvatSfoh5QTP8cgGn5VRlLcHOfigVnP1nieY65F5VIyaeQeOKgfo2Vhbt7jWgPbL99EZkWvnjb+vbJ/F7RYFEaTepKMIz83g+xCDpsz48z5wzpv5OdnUTg0x31vpIbiHkvMP9p7Q9NsPmzbicmhV+R3E4SQHIBc87+LkiSdBbATwO8B+J3m134M4BfQCdnvAXiJ6OZw70iStE2SpJnmdqgYELI2IEKeRAmW8V3r6khJJ20vqxMiapkfmVjEgBIdMIING357W0oSqImtEdWexMsKTzLDiPffgcwvWgQoP7PdFppUUkks3juPsRs3MJwv2H5fz7qrpeJ5XTlbPrAbJNriPkYumgGmirbFQga+ksp5ydwUGJNs7smHuIpHWOEXLzIGsPNJiRxBfnYSANjjg09SdjsXVrFgJXBeCiGL7E39+rQnkeUp7lQbCyMs3Rzj07Ua9p46yzyPzMo61vbugCY5FgpyFJsz4zjw6rvM3wKteYNJHC09XdMLOeZix6mm8s57+o1TePv97/f1Qt4PJEmaA3AUwLsApgySRQjJSZI02fzaTgDWh+h687MBIQsD1rCkCHmifufYQaiZlLnSsWL5vnl2DgknpElTyww5nwmPJPZuGsGGDb+9LbUkPSRk/ZznlM8kQM2VtFUVc+XwRSPYmJ5CHCXaJhDPt+xS6tkYko0Sxm7cwMb0FNSYHt6cOLsgltAv2BWgX2BMiCzSZEPTGsZF4BTVlkMG2HONWK1mjMnGb79XJ8HZZgk3e8EgVbmjB1o9ByUJaiKO3LGDgKqFmmPWKZUrjAbjcydOPgfgB3C08wkLQRVCESLLbf7NIvipBJSJjPDxKwx7Cz/hbd6i4s6/+IkZeqXlrNGulZdp8RbAuCRJ/2L5/78khPyl80uSJA0D+AmAf0cIKUjssYn2B66zwICQBQQ3AdeQnWkEKxrF2t4dVELWzkvmlKJ5yoLUUCApKnci6qQRrDnYfvebtsbUYbnK++1t2a5RMZMAVWouVYwGNabf99qIPvAlii1lrp51/244X7ApavFSAxt3zZmkT6o1IKkaVUWjOfr3M4ywIVf5aib2G4P+4iP3mcnUkYaCkfPXUJqboU6gXooH1bpAVV2TETXX7KvHIJ06J0yW1PERDFcqiGoaFBdxjzJtVJzjg0hY0whd9iOa48OPAKRYlhztwq9CmJ+f1cl7M11AqtQw8/p7TLsL2jM1efaKfl9oYelaw/WZgdo4ZZxmpS7UGlAmMpBX9PGBF6Fhhsg51ZIAAE2jFgjcBi79q4SQY7wvSJIUg07GXiaE/E3z4yUjFClJ0gwA42W7DsBqwLYLwE3e9geELCC8EnCViQybYDE+93rJXJ+v2MNcphT9pfuYUrQzAZP18tAGLCWTbtsIljrYPtH0tTGUxBBc5f2QLL+tmpwJ/MPXV5Cf3+mukjx3FSsHd3PJGABEVMUkYwBs/22ARdLieRW3dm/HrZ07TQJGknFA1RCt1qEmYi6vsq1Gypg2Bs1/G1WWJgx1CXr/RZqXkgGhidm5pqWscam5Zh7qlTo+Qv1cSfCtCJyQa3Wo4yOIrhZd1hlBw5o9xg+gmwub4LnTB4WoQpifn3WRcpJK6hW8cJNE2jNlTdx3haU1DUPVVSrxMrCZySA/OQk1FkO00UCyWIQaHwWxkHRJVbH9sj7fKxMZvQDgjlmdzMMdxaEWEFjmAJ79R+B3aQujWTX5HwGcJYT8b5Y//T2A7wB4ofnvv7N8/l1Jkv4f6Mn8eV7+GLCFCVk3q3xs+2quMpirCwt5YhGsaKNBffkyq8tY37HD/pJpGjKry+b3E6utBF8WSeMpavN/9TPb//OuoXPAerXwYhg5AK7BllUJJ2rKSoMfkuWnVRMtgT8/vxPZCzewuXvSlqyfza0h5+W2T/TBuDHs/lNss/XfLJJWz0axMT1lU8MAANEIpIqKQz/5hUkgb37pnhY5Q3cbkvvBq4UXpaczz5u0x89AH2YSvrE91/NJ8ZHihaJYxMtAbcw+jkQbDahx97ghaSqIFLEpZZKmYbxZuauOj2D5PrcayyKGfayS0fNULYnwVsWsU3MBzy4IANdPzDp2WlNdrNETJaGTq1R5FUPVIqpj9vuWvKWnK2xmMrZ5QY3HUR4dRWp9HdWREZOkZZeXkSCtBefa3h0mGTNA5ChuPngnbj50CHK5Zi8CcFy7IJGDfij26CC+BOAPAXwsSZKxAvwedCL215Ik/WvoKT1/0PzbP0K3vLgAPbr0vNcOtiQh66aho2tfzVVGdiHnKjG2rlAAYPvlm7YVCgBA05Aqr7pePgCQUcJwYRGl4QloURkRVUF6cwWy3MovohE5J0ljKm2OF6lHL49wUUA7SegiJEu0+bY1f4yVwL+5exLzv3BXMLLuBQhBRFMwVFlFJFEEADSG7SRMlKQZIU8nlHSSbySL/iVlTtAsF2hqid8kfK+xRHR7zMmr1mqT4yReTtTG9GNIF1dRGJ22hyg1DcmGPplX4+Mgkj4+jN5cREKx2KIw1LUwrDO6iKvQe6IyYTUa7cRcIGRdAe8ximUSnq7VzLG8OhZFddRN+KqjMpLrBBvjU7ZFOgCQSASlsTGM5HMYvblh+1ttPIHNDDtCYxLbdBL5uRnMnDqH7PUVVx5yGCFIK6mdO3FyASFZ4vQChJA3Qc8LA4DHKd8nAP7Uzz62JCELexXse1/NapaZU+fMlY6zPBnQq2EaI7IpNRsEa6haZO5vqFqk/p1G4IwVlJOkZVaXsT4zYyOCfRTL9xxsTRBCrYoUhdPewkD+wG4sPXZUzzOyNkh+6jiWHjuKqV99wNynVwK/AcOqIru8hLVdO+2TK9GQUJcQJ0UgAdSlEdTkcaAmoxpTIEdXIcutZ4BH0mKbQERToEXdg69cqWH5/ju4RrK88KUoYe0mvAiU31W911jitT1XI2irWaaqIru87CJiBvFiIZLYREzJoxHbZn4WU/KQ0vozMYQi4vnm5xHS3J6+j0hDgRanPAtles/CPlXJvgcjrYEDo0+i11wQREETbWHEU4tY3pSs5P36NtpnErQy4zgkCcXMNACYc0bylmoqaiI2MLyisXZDkBRSuwfAj+ZOnMRWJWWdxpYkZN10AuaFItK1Gva+91vq3w2SNFwoYLhQaK2ChoDqUHvtIJPrejSHJXEPFwqIFRWs7Z6mStE9hnuwNRqvO0NDkUjbuWROOF38bZAkkFSSu09WAj8IwafPHIdcqWH71UVkVjdQz8YQRwnp8hLK6XEQyJCgICqvQkoW0QCgKCNQ1CkABmGLNf8fJinjKWWNYWCosopSegqQ7En8E+euMkOmVmJJI2W8bge9JGVebVm0mOyuICYEqhyltrfxGkt4KgFVRWnmtkUbDWxbXMLwRivPk0bEqtvcY0FNHkEjlrWdQyOehZKsIppwLtaM78hoaClolPC/pGqYPHOJep5+0Y1UkYUXnn1l7sRJAPgBCNnDdKfnVS0K9FXkJfCLtiJKL3BTgjxBW2jXRx09M6sKQNhq12Z2wiRk1bEoVVHjwVBPadX67URRGKQ2hS3gZdkrbElC1m5VHA2sgYaXK0YDLaTofOloKyEWFGUEijIOaPpknlBWgVH7oOwkaMlbKjIr6xj75Erb/S8NtFvGbsA52FqrLBd/9wtuj542c8mcoLn4O2Hdp9PuYvL0eXqPSiMMkEpi6eAerMzvwsjGEqLREiKJIhJJ/Z4pw/q9Upo/VdbH0SJjBiJQyDgwbC/akDctE7SFpMVQRLoEVJLj0KKy6fSfza3plZcU01vDAsNWoGBRwXjdDnpByHKPHOGav7rauwAtYtYk2rSJ2Gss4akEVCNMSYJcrWHnZxcAiJOwetbyd5X+TJDqdiiTRngqinhe/108r2+zkJymV2KqaigJ/d1MFWkqKK88nXme0IivQYpZFbgifRVZ7eJyjx8TMxmWJBQOzSG1uObalpc6Zp0nrOFKg4xp2xTLrxaB3E6A0EkWkWTbNrSov2ndqp4Gbc9Hw1b2suwVtiQhC7u8ljXQSNkRZisLa64YQCdiQIskGS+MbzLWaKonEkAQQzU2BSWmqyfx5thsbDu5TkyVrJ9hDLZPpb9tq1fzY1URFKLbYn3P7FF5/x16mJK2epckaLKM/PYZJNQlSOlii4gNO1a/a4xXUJOhDGuQN1vbNrZhhbwp6blnKGLqZh7xvGq6/KuZIUycu0rtkzl8fQWffuN3QBIxW9jWUMH6qR9d7pEjwdu7WL9CmYhFxhKWSsC8Rs08LisZo5EwwE7EzONkDctqDNFsHWo+DiWrArAv9DSF3TTcqMKkQTRs2c1UESu8Qme8++f3OV569Ijd4sQDRvWn9TjbhUHG0tlmbmC2gkaqjvqFfaCmMEUVbO7VEF9vjhUVFcJTO0U99UPKeIppWF6WVS2GTyszfn6yZbElCVnY5bWsgWb58D7T9ZjVygLwT8ZckjQD2hJDPVHGIctFG7mLb2DLoxPKp+g+/Owze2XRbIn06TN0EgkAkCKoyeOQhws6ERtW3N+JNYAGpaIuXkdyuoTKZgLYtD+b8mYEanUEpDIBRZMBKCDSKmoj+oRrbbs0XCpj+uOLrXZNDJsOA4YK1o17IQqvtkjc9i4O0JpnA8HGEtY1ijYaJhnzUsOon20ogEYJUcUa2JYtwXjVFRjPja6WSZICAkr+WLOwQB0fwebQkKdHGWuS7SVJZ5Fir/sXqdY9Wx1ZodEKcLwQidiUQtHcMWvkhLVQ35HNo3BzCmvXdzQ/IbCRMkkDphahbVNQ3Qbg5ihQEQ9Xst4qEVLmpZh20svydsWWImSdyl/g5YkBraoYJ3i+MU44yZhdkmbgJuP2ENlG6syV0RaHXz+wsPbhSsb22KfZKBx64jwtJNiCbJKxoWH3MxQ/cAn5Tw8AmpVQEEgEmKxHUZ/aAKaAjdKQTs4AKJtjQHnaEsKIoSZPQY4BCeT13DUHKctaKkAvPHaES2CUkRSmX3un4/dCGCwyZvHV8zSPbYI2EfvJk7GOQVKlBqiqvQuApiFddKtNNBLG/HxsGVibsYeoIirS+xcAQCdl+bRLLZPXV9HQHLmEmobssk64CpOjWDq4h+5LBYAsr3In2V6QdKcFCg2s+5efn9VzCp2gGPt6gtHZxPxzUymTsiPcriqAd7gSaKljhZtTWPntIWiq9TyarY2SVUR23URs4pb5l/KFAyCuRTwbJBrB8uF9AOAi6hkPQualmLr6h+rNxbdslWU30JeEjEa8gM6UNwOcgaYZW6dVxfDImHXlQytndkrSpTwlSRwA5AagUFZsMtvVeSvDjx9YmPtIXb6B8t6drn3S2iVZyRgAakjQhmjDJGPb0vY2OtPpIjC5DIys4ezp+1GtJaGvWSVojQRufHQYd85/govX5lEppxAbqiC19yoKxXEQVz5JBKX0hJ5HNisj2mhg/NJNZFbd0imrUtSAXCx35V4IgzUZEmLz1WPmkDXBSmsQXeg5yQpJJXUD3lodajwGuVZHdnkZsYhOUAx1zEm6aCRMJ1UGCpBSCqSlKWi1BGJDVYxMLKF4ZRalTw8gNlRFcs81JKdWsQFAzetjBBktInIrCY205JZEKY/hjQJqY0ms7ttJ9aWyepTxJtn0Qs4dOg4hsb1ToHrIAZBqDeacIVVq+n11ot5ARCO6gsYiZpEIs/ewn7ZIBnZk87j8wWEHGQMACclUCbOPvW1+cjOvP1Sk7l/hU1IJpplw5tQn7N8JKKZWYvZq4cU53wf3OUPfETJmPpeidqS8GWDkkSgqJs9c8kXGnMn7oqFKM1fAgcbcNdQvzdnVE0kDJpegbVMQ2ei729c2WFYVHd/Hr9weYkLbyq0BABbv3gcSi9oHa0kDphcRq6ZRu3AAuVoCsaEKdtx5Dvce0JsH7xlaxb7pZfwvv70T1ZqdmCtqDGfO3QsjsNCopLB5bh5EZalbUWiy/l01HsfyHXrubGZ1A2pmCNFmX0WeqmdVwbpxL0SQPXOJSgSyltwX4z0329s0k/mN70aqdYycv+byLytPb7dtm7fQo1aNRSOQqhruePt9ALrXWG1MdpExbxLW3FxWDy9uy64De29g10get67P4ObHh6E2J+ZGZQjKeV3VQLKCaLYOBXFIy9tAYK/OrKazWN9ZweiNdSGPMt4kW5qbofaHLc3NANZOCQinnyULouM861wIJYRpYPrND3UHfiuRU1QMLd1CZVezZzRHLfPqPWz1HjNgDVc6IydKlf6eVssp7B9ZxcWi3rR+RzaPm/kspHgdpE45P6OzBee4WefBCl32U1rD7YK+m9FZKzSWAtFOebMBVx5CU7IVDVPSSpdZZMypju3I5jkHlkchVcbaZ/NQqklI8Tpiu68jNnGLrarBbhQbBjo1sPYLaH5bo2tsrzgnsrk1DJfKKIxvw8r8Tr3KSVKAsWXEkgoal/eYpLpRSeHGR4fxyLbzeGD+I8zFdEK3ujnG2Lr90quqDEnSQAjlljiT2CMRrM3tcKlkVFWPEESqNUz+ku3B1guY1ZUAv10SWn0vXTlDkgRCCAqH5mzjQ+7xY3pBhkDyP+Cd2iAKHhED9JDkrhF9XNg3vIrPPnvUJGPmMaoyKpd3Y/T4+9jI65MiqVByTiMRFMZmUBhjJ0Vbq+wCNcbuYqGHn3E+qNM8YM9Ji20UUZmdci0ImBW/qQTOP/0FM/y3/eoitXexFbRwJQAkU2VUy+5zSKbo5xDbfd29iIeGpLKEqjzNPQbaefBwG/Su7Dv0HSHz+3IHLW92gtbqwqmOiZIxA6JkbP+IO+fEWPlkdiwhs2PJ9jdDngZun/yxXoHqt/XEQ4i881uzolIUyUYJUzcvYnMmgso0gTKsQbm2zzE46srXP/7mSXzj0BvmZ9Mjt5ArbhfaDyESpKgC4sorcU8QNLfubG4NUqlq68dp9LrsJ+d+anUlg4wBfP8oqwmwCU41na8m9AzTVac65iRiVhIG6EQMgI2MAUCFMiEDgFZrjUfRbB2qxjYQNeEM4zYjAQZ4k+ziI/dRw3ndVET8jPOsHqgsTzoDzpy0T/+H36cqg1xS1kwLUNJJLN+h95e2tjUC6OksBnZk89g/sor9D/wS//T2E6hbUlfkaAN3HP4QANwqWfM79YVZQIkBUQVyZBXxWhE1jFOLPljnwHqubWgoppoYqdYx9evT/eJ3uSXRd4SMNehJlRoQk0MrbxY6lpUC1TfGAIuMieSN8ciY8fnNK7vx2Zn7UC2nkEyVkZ2/5CJnWxmvlV6SnNYXnXaHd25fi0XpTaGbTvZ+Yes5OawwczrWN7dhobHdVMj+6y/8Hf7iF/8taor1OaOTrJF0EfOHP8aHpx/QJ+VYA2hEQH2dCVAY32ZTyaT1IrLrRer5BW08/lrppdBVVGp1pBocJgAAIABJREFUpSQhf3ifi5AZyomQf5QAaE78tCR+EAIiR1CYHLW1MHLCIGNOEmbASsYMInbnkJ6bNZSooFJzj2NDqZaStpFP6/mKqkcOkSQBGgEkUKssWVWLAHSLFNeJBUiQbwN+xnlWGJvlSeeEce89K3w5eYsAQKJRrO3dgR2XLmAzk8HG9BS0aNMkOr4KGboar21TkM5WTDJ2KJ3DPXe/h9n4LfzNu1/D2uYoRtJFfOn+N4Fpu0ehFbGJW6jH9WcxsiFDbi7aE8oqqtEpR9cQdn4mz0yY5g0nWuk8ABt9R8hYK7TpN/UVgV/Pk06t3rzImIjFhUHGDqXdSbFnLx7EJ6cehKLqg2C1nEbtzF36H9PVoIfd1+i0Ozxt+2YYzAGvxHca6tlmWNJi2hpJ1KDV3NsaHdYJ0kJDV8Ueu+M3AID/9O7vYbE4humRW3hk7iP8w9mHUbWQtJhcx/H730Jy5hYwmceny5N69eXimF6Z5wpZSVg+oOeSjRbYhKEvwZoIKZ/zWt1IDQWSolLtD6gghOrET1JJvatEvQHEZHOCVxNxLB7aC0lVMXYzhxjExhyDhAFuVcwgY+tXp1GnkPpoRMHd936AhuW3t3bmQK7NMg1ETUjAoZ/8kvlnWtXihW89Q1UUIw3F9V2DyMydOKlB95wKrbLO7zjPCmN7RU9Ee1lmzi6gtH+XGZ5khfmURMzVJJwgBqUxBSWtAdvWbWTMii8eeB9fPKDnKH5cnTU/P1vSw9C0XDIa4loRsRJBOTUONaa3+1MjEZC4+xylWsPMg6NZYHh1zOh0N4fbFX1HyLx8ZVg3tpvxbF7OGBAsb+ye5DW8ff5+cyUUkTRoxJFoqUWx9tk8EkfFzylM5+VOo9Pu8FSXfpZcXwpGeg0yZhjAjuxfQOHcvC28KEcbOHb0XVyqT2JfXFcnFhrb8dgdv8Fjd/wG++QWSTy64xL+97f+SywWxzA+fAu/++DP8cD8R3gjr5Nzo3KzMlyAVJVASjNwqmokGsHSHbuxdHAP5EoNE+euYtsnC8xzCKqShQ7O6t0JphJOCKbfOAWAUoXJ+H7244tsJ345CmgSVbkjsoxbu3ZiZH0REWzCiVbCfsn2uZWMGUQMAO5K3MC/e/ffQCXuY47JdTx56G18WpnBpU19Mh7bewO3AJAbM4BqqFnu6yfX6lyjWMCdOM+6vk7fLgeRkRBy/8Ig43yQ6IlQL8tmQYPhVQlAzx1jLOZu7dxJeZ4jQHESgON9W8zgpQ9+F7c2RzE2vI7f/8I/4osH3sc9yWsmKTuUzlFJGaDPNbQ846Fq0WxGnlitoTAxiuU7Zu3Vt4Qge53f2YF3TVk5fgN4o+8IGRCsf1bYZrF+QAtRiuaNGerY2+fvx49/+U0zV8BJxgwo1SRE1vnyClvS7hfMnTj5nPydr3sO+mElDfMmbVdezenzwttVM0OoZ1vhHMNRf2i4hlRaH/zKl3ejURnCUKqMO+85jYP7PgMAFykzQpgGvnbwN/jawd/gkiKZ3wH06szrFUt51rCC6GYRSomRvG1p7bR4z35IpSo3JNsPpEykutIATzmxjgG5Jx6ktxeyeJoZ32c+Lzw/qmZvwUzVTciAFhmrLo2jfmUWjUoStyQCQiRcThegPvAr/MFd/9n8/tqm23oFAKr1Ifz24iG8/i9fQaWcRmyoiviea4iMbUCNliHno5DWR9y+ZKqK8Us3mMcP0BPnWUqyU5nqdP/CION8kOhJ0I4etM4uXh5mUGW7OraYseWNrW2O4ce//CYAmEpZWMisrKOSSaOwY7x1jJKE/NwMUmsFZrUo02Cb0jHDqpwNwEdfErKgaKcRqhVkacXltpxYrdHzyEYl1CMjqMl682hEFMjKKoCWCuZFxu5JXsO/f/c7tsRNFuSkW7nppEt/pyos506cfA7Aj4yX2s+gHxS8/MSoopoD/ORHF0PJHwN0Q9dt0ytITa9gOl3EriH9Zl2p6KvZPUOruFTXy+n3xZebhGvNVMkMIubEuUt34NNTj6JSTkGK14GJJSjDJWCN+nUbiBzF8v13BDrHbsFqCGrmknES+kVbIAH0VjuZswsozc0g9+RDWDl+GBPvnOFOOrwJ1tpLkGZ3UV0aR/n8PlM1NSpmC6UsXn3rKeyIreNLB3RVb/vwOtYoFbjpRAn/+M9PmykNjcoQGp/th7TrOhDV35dYpAi5AtRko8dpHeOXbiCzzCfaVFJFSWKnKVPd6F/od5wXVdWsqqAniWpCLpZt84VBYAyTVRAAEY/tOHwl//n9R1xzQV2J42/e/ZovlUwU5e1Z17l62XewrqmXG8IAfNxWhKwXqEdGUJUtq1ASg6JMAWUN2OEe+GhkDABuMVbCVkgRFZFdNz2/t0XwA+gr5xYYg35Y7vCsTgBTv7JbPdAMYb3gyh/blFGBrpJtlIbM0KKhalmJ2Z4h/ZmwqmUsIgYAP/v0Ebzx1uPmZEzqCeDmLmBM3KBTGUqAjI5AWmeHrfpBJZt58zSVgDnhSzlxVIaNnL/mssRY/MoDyJxdsH0OtMhb4a69zMknovK7cFQu73ZUyLZQV+L4f9/9uknI/uALP8X/+cv/xlVlpyFi3n8TWhQkNwPsumh+lFCKyK4WkLilIHGLHobPz062XNo5SjUAyIUS9/qG1b8wTIg8G66cMVoVpaDRcPb6CrLXV6BMZHD+0SP8g2v6SlpRLI1Qv8pSS4OiMDGKtb07qJXYAN/2gnVNvZq9D8DHgJBRkJ+fxcqX7mP2rrSiJo/bQgIA9KTazQkA69S8MScZuye+iamRW1ik2B4YnlNysortd1zAZoCE/j7NI2OvmDUNkKTQqyw77T5vTeYH4CJlQNOdHzoxo5EygB66tOKd9x92T8YkAmxMAFAAWmm7A3JFzKuuH0iZKLyUE1ZlWPHALDXMUpqbwfQbp6gTebpSx9KReajxmH2S1jQM51eABBBvvvJWlWwjn7bZVdCwtjmKT2o7AQCjuxfx9MOv4RenHkOhlEEmXcDvPPAr/P2vvk7/ccP73luRn520u7R7KNXWzgg0dKJ/oUj7JC94PRtMVdD5/5axSSQlRq41oFD7YxLdqzC7DGyz5xSPpIsoltyG5NMjrRZJLJVMFM4CA+qxe9heWK8pT11sEddv+jrGzyMGhMwBV/5EMu7ykUneUs3EfsK6hEqMGqqkkTEA+JOH/xY/+Pkf2irq5GgDdz3wG+zYcxUXi+Nm9QzPFHYL4Sr0hF87DId1RRUiS35tMjrhPm/NHzMgb0bMxP7KZoJJygBdLTNImVUlc8LIH2OtoKHGIEcXdYXWuUiwghBMnNOvgZdKRoP1mkeqNRCCjlTUUffto80RbfXu13Sa2dT62jKy15bt6lIzJJhQKja3fp2YRaEgjmi2zqy8NTCUKuHTSmuCje7YwOM7/t71nUrZuQLQq3qlbB0QHCNy9827z18wPEmDTTnJpAm68EyIgvfsCIfUfJAxANh++SYlaV6DHF+CNqHPC846/C/d/6bLeywp1/AnD/+t0CHyKi0N5CcnuWTM6k/nt8m4/qNmv81BlaUvDAiZA9RB2+Ij40REVaDJlFVpMy+A5je2eW0C//7d7+DW5iimRm7hTx7+Wzxz8D0AwA//+fddfjPWvIDbhIwB+or5R3CGLQ3IUc/qyk7bZDjh7GNphZE/FtsEAAnKMNFJGWRgWHGRMsCtllmVMp5KxlpBI9qALBehNkZAkObmwBgtn0RgVcmc11wbMolF6BV1Toi6tLO+59cnSSTMYhAzAFDH9eejNqZfk+SG7iNnVcjUfBzS1BJwfZfLMBgAolHdzgKAWT1Jw/gdF3D948P20GdEBZlagpaP2wb28tAIVu40rA5aeWT52Um6t1gTXuFJFgwS+2rhxb5xrfZ6djihVjskyVcXGCOyYoQGI6qCOFkFUkXU4W6VBACH9p/DbPwW/uG9Z7BUHHPNER/XdSJuVcn8oDoWhRpj3HdCWv50lvwxHpllqYtyoeSpqA5gx4CQOcCs9EvEbIn9hkqW3lxBMTttVyQseQE381mTlB1K53D24kHb6mexuB0/+PkfAgB27f0E/+veT8yX7GxpxiRjN/NZk4zRelgm19tS9LuOhReefWXuxEmAkJeZbtceq9ZO22TwkJ/ZjpWDu6EMJRBtNJCsryGxWTTDlvImm5QZWCyNUEOYPJUMAI7f/xb+6a0n7O10JA1SchVQACLxyZhouJIGqnWIHaFV1DnBUrgWH7nPNlmoMsXsNyab4SYnvEynWbCpY+Uaxq/cRGZ5vZmrpfe0NGCqZFkVkbENJFM1s8oSEgGIhNhQFdMHz6ExvmkjY9eLFLUjW0bqwCVULu+GVksgkqhhaO9VVJMVs9k4ANTkEVRSLTNQJZnA0kFdmF7ds4Nt+yIQnuSh39qteTn8T7xzxt3DkgMSk7H06BG9e0HT4yxab2Dq9AWTyBjG4pmVdZOY1cYTqI5FUdUkABFUt7m3ffbiQfzmg+NY2xzF9uF1GxlzwiBlfsOW0UYDatwdSpXLNZuNB+BNZvuhpdbtggEhc4BZIl1rUL6t+7oAwGZ2AgRN9+XYKjSUUMoPuRqH0ypoqkoCP/zn3+eSMRM3R6EVJwFV75eoyKuIw1/ISRSdHlQXXnj2lfk/+euXWStTL4Wi2wOBtF4EGR1Bfma7rRekGo+jJE8BZSCxqd+LxjCblAEt/7DFZvhxOl00Q5g8lexSfRIH932G1foIznx0FI3KkO7Un1lBFJuILUqoct5qSVHNcKVxTl6w5pAJXtvQKuqs4LVFUizNwVk5UJAkl7O6iOk0Da7cq3TSJDpGFWPilgJARk3OoJocB7klA/kG1NEVVHetYttDH5geZAbpKgMo0whYE0bfSgBAsgLp0DkYFKIK2MgYAFTj4y6bDxKNYnXPDnbSdtMYd6tAJIztNVZkL1zTHf1phIxRcWm6/zehJuLIHbtT3x6jOtGJyIZsU8luXtltMwRf2xzD//zzb+OaksR/f/evAADXL99lRlK2D6/jwaPv4ND+c0L7M5BdXnblkDnbaAF6uHLlSbcfn5XMDpqMh4cBIXOAWs6rqNh+Wa9upKlkQ9UihqrFlkt/CqhDf9lKGIK1LpJXQcMjY6X8ELCRBfIzLSduEoNSn0I9AiTB9x2jJfaL5uN0EuNvfYTFJx5yr0ybOWQ8dGog0G6tcystVw7udoe/IhFUkuNINIrNsKWdlAEANu2kDLATM0MtMywxrCqZkT9mYNeeK1hMa9goDaFyfRLIzUDRdmBT5lT4EYLM9WVf4UonBEM7HZEnmfumJV8zfm9WgvkwnaZh+fA+1zNAolEszc/abCXKQyOoJKZgdlBQ48DaDLSUAmRLVPXLRroYcBIvK+R8FPG8rsqV0/Qh3nSWp5iYRqr1LZPzIxrGFhkrnCa3nqA8ZyQa4dpFeOGzM/e5Cnaslhdvn78f//cv/8DMNV7bHMN/futJ/YvTBZf1hVYeQbU6iWpcFwtIcgVD1SKGC/p8URifhJKIUcOUBrzI7KDJeHgYEDIHzLi4UWXZfFAB4PJDd0NJxBBtNJBdXsZwoWBL8G+FDXU52tk26WJxHMlUGVVKs+CRdNGUnKlkDACWpt1tUaQI6tI40CRkm5kMbu7zfsny87M2iV7JpPX/h7+JqV0YocWlx46a0n+kWsPkLz/wDDuybCyC2GQ4iwN4XmQKowWPFpWRKGq2fDKDlAHNJP8mKTNgtcQA3KHLUxfuxT/+5kmsb27D6PAGjh19F8mZW6aaVrk+qVteNJ8LIsUAojXbYLqJSmHXJFLrRb3BuE91DKBfcwfaqqjjgdUsmunmT0lKF/GwElJcGOoSicm2vpab2QlqFTbJzWBjjG8gyCNdBuS8nRSqtREolXEomoxKSoGkqSBR970yxganiamkqJj6tbfNSL9AtNm4CGlg+hQaqirHAsMK67Nh7YcM6Av66hhbZa6W6X8zLC/+5t2v2Qq/AEBRY3jtzadBiGT2PEa6al/AS3qrpmJmGgCQxAaGCwVsv7Si21/snsbNhw5h+fA+15zhRWZ5tiLWd2nuxMkF9EmBR79iQMgoyF64hm3Flr1EfteEbeBS43Gs79gBAOZKg4b4egR1tFSyHdk87jj8oU2SBvRqyr136wMDL2dMY3gXaVEZyVuqq5RZSSeRe+Cgfk4OUrb4yH1uVUqOYvGR+7q+Og5a+RiWjUX+wG6bSqdk0rj5pXuQO3YnZv7lUxcxkys1KCm3shBt6GHtRFEDEEFjmE3KDDsMoEXKnCpZNTeGX7z9VTSaIe71zVG8/uunEIvVsOPwWWzEVWCZTtKhqnqoimL4uHJwd2CVzHnNjSpLkkp2vKLOOfBLlZpJ4p2IVOuINBTf6q+o4iLVGiA0RUWSsLpvJ3Z+phcAaRQyBMC0pwhCuliQ1kdASEuNI5GYnjenabawpaSqtqbi1jy4yTOXkNki6hggnrYg4kXGIm1QVCDuSILn5Wh62EUkb6kAojAX7s05Atk8c8G+fbhZHMDwIiPNMcDoeRzbtwAsT7nHhkgEpeEJjEJfDDhbJ9HmDFHTZSsByz35kB4CjsnWeaajRT+3AwaETADU8EQkgvzkpEslAwylTDJ7WgK6ynUTwI6xPO564Df47Mx9qJZTSKbKuOPwh0xrC4OMxdcjqEoKQNzVMQYRoJUysxyXWRMZ6/N+RRg2FstfPuomp5IEkowjd/xufT9NUiatFzFx7qothwwAJFXDtsUlxPMq6tkolZQBFjuMJikD6Oaxu4Y28M77D5tkzHJgaDSSuPLhvYjtvcL2neKUtCtDiUDqmAHaNX+t9FJXKuqsCteFbz1j5o7ZQAimfn3a5ZGUe/IhT3ImqrhIhIBVRqMkWveMlTyNaMNGxkRJV9zdBtdEhYzD3Vw+AhACqd4AibXc+ocr+rNmrRI1MTkOstyqCu+H1AYWItU6tWk8LW3BSx1lkbbckw+JHxAhIHIE+V0TvsOWN/NZZOcvof7bQ7bFtxxt4MGj7+Dj6iy7wtp6CFoUjau7AIU+NlgXCWt7d9gtOeCeM0RNl52LGdp9QQeLfm4HfG4ImZ9Bxdk2iRWesJYOs0iZsQKyJm5WxsqYfezt1v8DnmQsvgEgsopqdMo+2WoassvLruMROf4BdGhJ9vUhchTLRw7YVDJDXTKqLOVKDduvLiKzuoF6NsYkZTY7jOFWONtafWlVyZh+YwBgDLrRhp6X5EC00YCkgWpK2U6VJUD3fusFRAoMRBUvr206P+fmGxGgJg8hoVSwbXEJa7t2Oggy0Zt/X5mHNLSKaMJOjnmki/edclqm9RLX1ZxoBNNnL3u2TXLC7/XrJvLzs7oC44SqBs5fopE2lvs8FZKkJ/dbVCZn2JKHzXQVE3efxdpn81CqScjJKu669wNguoCzpRnsvfsMzpx6iBktMUDqcd16idKOz1jAAxB26RcJ9Qs1ZNfRkaKf2wE9J2TdWH21O6iwkl/lWsOV5A/ARswM0BL8aSjlh2xEDGj1qsysFRBLEpSGJ6BFZURUBdsWl8ywKcsVmiahs1aWkWrd4wg/f6Dd+2xuzRX2UzNDiOcbNlIGtBQyqkfZZgYoTKDSiKEaryMzfxnYr1dcDqXKqFDCFyYaMUjpHEhpGjZlhBCkV/IYKpawPD/ryhGafP8zz3NmqWMs77e5Eyef67YhLC/J33i/RRUvA6KFItzihoiEpYN7MHbjJoY3Cmiko9jMTrSUCUPV02IgpSlIZb3vpBMixMwKiSh6DiEFJBrF6r6dNkKmjo8gukpXSqWmSub3+nUCcydOPoc/+a+ugJA91jli5fhhqk2FVGt4dmywhr0lSYKWjDPnH0b3AS54vSATqzUACRhhy3ozCmnmCmcrSBw9A2N0rmTLrUT9sbKNsNEZOHQyNrwCbMzAOjZIlgV8YrXGnTP8dnfxUd3eszZa/Y6eErJurb5Yg4q1kTBvf9TkV7VVeemEoZbZVLJmgr+XsSuLjBkFA0ZFp0H+DCRWa0hl8yjsGHclnw7nVl0v19SvTyP3+DHAKlerrYTefvMRChtWlcerkbBcsrerMuwvnIgWKjZSBsBM8reHLXVSJq1mQcqtHDBSTyD/6QFcApCaXgG2bQDlFJiDbrS50iUEeiuW5vckCcXp7RgqljD98cWWkleqYvL0+baairO83wD8ECGHIWztWADz/JRMGrknH8LQtSWoQwnqRGmQBr/WKKIVY16TNIlGsTE9heGNAlKVIlKVIpZ27NPzumyIQFHHkS4Gs67RzWd1aLUVFEanmeFqayjVC0bIstceU3MnTj4Hw0DaYcrKs0FhwTnnkFTSDD0rmTRyjx8zvcVoBqjOZ5EHVmSiMDGK1f07oMZiuk3SyiqAFvsuwT5HuGaZdBWJo2egvH2MsWcCTC4hghIipQiU+gRgmKNo+jykk0Jg8sML1MIOp/2FCAQrsDtW9HM7oKeErNOrL9eA7oSg67KxynEmv6Zr+kNtVckMWEOYOqnSQ5cisJIxp+Grk4gZ+weA8vYstbJuc9KdCOqrGfMWhzPElrp8A8W79vEbCTchKSomT593f+5BygDYQpe0ykulMeFOutWiKFzYi3ItjsbiNJhkTNKAaElXxyhtkkg0grW5HZj/p1OmkifaIsmqjlmvHS+JHsB4mCrZ3ImTz0k8VUKSUJmdQvbji8jfs59674z7zVK8vNzHee+Fsxqbtn9nCgGRGOSN8bkVVuLFQqqi39/C2Az1eOSaXf1mqWO23wSwlgl5MfcDOLp5GHNEkGPzDKtFoyCpVnGPdW4w7vmnf/wNoQO3RiaMsKUziZ5Aty6SVwBZ1u9HtTwKGF6TUQWlqUVXv0t9o/SQJCQVyfUKgAj0RJlWcQ+RZazPzCBWVJBZWWfObdnrK8wcSRbMfDt21fMVBCj6qWkyt2vF7YSuEbK5Eyefk7/1jG2Q6+Tqi9pfiwEnCSRLK648suz1FbpHS/MlM1pjOC0xgKjpT2YQLRYUZQSKMo6qpnvGxCorQNP0lUbEgBYZAzj5AIzrKZIXsNVBC7EV7j1A965yGIp62V+wSBkAz9BlYxiAxpig63E0FuitdQACRBuQkqsgpQm4krgtYD0PIsgf2I3lLx/V8+uMwZxSWepAmMm6P/B8dyUJpbkZ7sTMUrzSCzmuOi/yXmQvXMO2QgXnnznOSGmom679ABCZprdZk4jdO06EfNGQuKUggXXESipu7bQna0uqivFLN8z/55Exa0J/H3hMUfONlJEUZl5/z/ex+Z1baAKBiBLEUploSfSQIlDr40htFlGPjAAxq29dDLi5EyhHEEnZ75k2uQTkdtoXdZIGWdbnqfgGUIuPuxZsRivAsU+uAKDPbUE8K7MXrqE8vd21QJIaCqbfOIW33//+HPViDWCiK5VRhuysZNI2VYqVrxSGw6+PBEMAwUmgseJRmq7NhiXGZkZP4qwkR7AZ3Ytq+QBq5b1AYQTxDbj+QWEESn1Kr6KUJBBJ94xRlLQQGQPY5db97Jj8WumljoZGqa1+WOEGo7G5JEEympt7hPdoqlO0oFewxfOt5Fk9wR+maaz+b5aJq6IPxAzI2y4joWwChP98s7pL8KDdWjdJrDaUFArNWBBmsq7QtpSRFCbeOaPbE1hg9R2bfuMU5EJJ79NXKGH6jVMozc0w1Xm/mDxzCZJif0clRcXkhxcBoEnKgNGbi5A0RytpTcPI+gqSG8T8xw8StxTzH2Nf2y8tY+rcFcjVmn7O1Rqmzl0x88dEyRgA5vXr4kKOmm8kF8uBji3IWOicG2jPGxQVkUrzepeqmDl1jr6AZyySCGQk10nTU9I5LUeA/KRe3NX8R/+0BGRzzdQFAkgNyPISUptFM7pCGJoLb7FGI2O5x4/BOn/nHj+G/Ly7j+bMm6cx8/p7vXxetjS6pZD9EBTZGQ2F2sokjNUXk2AxQlPOF5WmktGwtnvaXTbctMQAgM3MtGlFQRBDNTqFWImYLZcMbI67VzKIRHBr506sT+v7iDYaSK/kUd6e1Y1faw1sv3zTXOlQc90+547JQYm22RPzxz/luvYDdKWMFrpU1TSKo5PQIs0WW+om1EjWft+JhoS6inp0nJ6gTVSoq/8/e+8aJNd134n9Tj+mZ6Yx3QNgngCGGAIDgiCHJMwHBImkJEuiTZjabHm1kh0a3oROMSlpnfhDPgThByXxeln8kFTilCJVWYnp1RLMlmx5q2LBpJayqAcoQZRAgSRI8DEABw+i5wUMuhsz3T197z35cPvcuY9zzj339r3dPYP+VbGK6Om+z3PO/3f+j99/j1kQIL0BiuFzs46PirvHsHBwH7RsryefzB6mVOhXKUKUybqXYOoWScEMMyAOM/I8XiIpgzDjRaTnZW86nrletYjZ9R3j1ppBqME/KAeMdIn/vp7rmFtY5lZUBiFjDG32pD8DlkPGQCm0gX7MHD2C4VNnA/XczM4WhCFuEdy2wW+8yeyGKIk+Wa+j97oOY1Qw74yUlU+8NmiPtqwAPR9ZX3PnHMt6VvLAS+Sff/SgM9cYAJJJzD96kDsuboXIS1yInZA1vGPcADDty2D8lddjyWMSuZUT1TVQV/PhZkiLTBKjNOTVBUMigdX+IWy96lTpFk5EQkBT5t/0nh5H0r7W24OFfRNIllYdbme7YRh+7c1benIIwws+ifxA86Hz0tAgrk2aoWyi66DJhEW+KNLQE3n01IrQ0ltgJMyq2b7qEjL1MlJpYCU76iFrQAKUOCsqublva3VHFai7/6a2pc/SWBv4zbko7jvqZN3vA/gahEl0cMgbBDUCUbXdogtLICNDfD2vBhgJ0ocGkL5Zdwj20mQK5a1jSK/oSCfMc/sRLzfsREyGMGSs3Zh97okXJ4+dAIBnQalJ0G3FHUGLwFYm+fl1ABoiutRRucmzDX7hO9FmPrVYwvaPrjpyyAAznMwqH0UEKqFr6F2mqG4lFukCGuTM9m9a2YKVLcNLQytUAAAgAElEQVQojaasDXx5bJvzfIJwqqiqUiTxErjVVBe+aIWH7FnhyRu726gIg32iJKprpsKya3KxKsKoSKBMEkPkFubphQkFJN3gKK9ffehOXD10wNqZ73v5l4FLlu3YTBWWovZKA+9ewOrtO9erLDmVaUGMs9tLVhzf7pCcYKTa+aME9EQWox+f9/5toAysAJW+IZOsGRooiLcNDqcggWg6xt6ddXxtcd+EV9w4lcTCvXs9hEyxWmo95y5ksq4IjU3cU7CTMUod8zlRXXOIvwZFlLlRjMyQEXnicXKpjKXD017x5kQCN8ZGses9b/GIHzYzGWNojKsXp772Xeoel0GLwGSRk/Ef/gqA3DY0qwzAohks55hFOXKLy6gNZfhNvw1TdBqpdc+XlZds84hVegfM1kiN37INfO9yGVp/r7SdXjP2wo1OFhLudLSCkPFzQSiNNJTGVQnWdZDVKreEWWWAqIQtZZIY127fwdd4aeiX2TFErmJh/21ej5oKXK2SaLGM/Hzww2xGSNsr/fQ3ALyJ/wAcPTH9mo1bv7GRMm4Dcg70tJn4D8BK/gfMnLMMisihiNpAApmygcLEfuFxUtU1c8Gt1DD8/iWHd4wsl7mbBoBvoLj9KikF1upIGAaM3ozjOf5g5TuTvjcaDJ7KOhCCVKUWKDwlQ7uqjEXSE3o6jcz1KmrbxIUTquTLjY1MxuzQclmmI+T8PIBHVxY5UbENUSgDbHv3Ira9e9EjFmvaBFNTsjgyAj3tLBJjWJdUWkfvdR3Xpoa8G0tCUN06gB2vn0P+yiKKu4axML3HsYHPnX5Xer2kUuMW9BCXwHRxasKSDOF5MbvwRysIGTcXhFRqsWuNIZlEUqti6lvfi+w8bvDChNsvzSG3aOZv8NzTbv0yVqVJJfILqqCpZEtFG9sFnlq8qIWSX3slEWkDgPP/xReVGo67IWpA7oY98Z4RM8BLzgBJPkilhqkf/4Z7fFZ0kFqpQtvi1cDjtpiJqEdoExBW1kWJqHNdWPhSBrFH3Sxw4pGu0shWLO3ZCS3TY7U+sueHqchXiK43Crg9IjGKBF8DJ/0liCdb5BlVbaguUwZwPAeBJ8px3RwF/8xSDZmlRWy/wP9dbSgDTct6CBtQEnZqASFYmN4DAA7ngZbtReH+O8wNvGQejJ18E4XPPegU4dV0jJ180/qnTNUgbLHMrYhWEDJPUiapa46XGQXaKWAoksRgU43nnmZw69IAkJOyFuQ+dTpEavHAOpkIQtjY7+x/552j8Im7zO9KSBnzkokakDu+qxvYPnvVqsZkYrKAl5z1FHUMYh7Xd+40c9HYMTQdw+/7E6WRMx+icPhuT8GHqO1RFD1CmwB3E9fJ1cKq4HrUGxWZ9lwzhtLIVszv373e/Lk3g/n9u5EoV4U5ayqIiowVHjnoSJJveJ8ibyDdCGN7+w9pzjZJfuGyoJ5R9/FEHU5IpeYMZXKadPMQpK0SANRIP5bH14tC9J4eS1dMRPYBM9eZ25NZwbun8sz8VA02u02KCrETMkdSJnBbqrRC4ggNqCbptjK+nVosIQcgt7iM1GKJ+51rDxzg6NIQM8GUECTX6jAoQBvx/y2FJdwcHzKLCSLIfWonGovss/jTrwTywojU4pc+dS/yH15SImxhz7Fw716LkImqFkUNyKEbSOg6jHTKEVpcr8Zc95bxyNm2S9eQWtVx7bYxq4emOzxph12Sg13zwr172+X1CgLuJq7V1cJh1go/L5lfRSbg9HgtPXS3t4o72WjLE5KQRekZE1QsxtFA+lkAHvdwoq45msir5HfZPaOyxvO840HTAV13Vh1Sas5z93ohaZ8UFtxm4Mkkrt02hpGzF3D10AG+isBqTViApkKW/LzJKseYPHZiFhHmmm5GtET2giVlAsDjuafCqR76YPjUWW4rIPfuiTdhV8e2Y2VynLvwsmRHFQkMHkREjEHY+JsQHPj7n/L/1tA3Kty3Fzf27vSI8G0EmQteSxRV0uTnDfUjbCqQncPS6rJ5nOxVi/mLcxh8dxZkpYrCg3eCNoo7ErqO0Xc+8hAoplvGiBkArtcMALZeKGDrhYL02u1EzEEaO5uEWWjVJs4ON/nKzhZQOjDp9JA+dgirY9sxfvKM8HfDp85isPE+RZBVZLohNKKidcMHUeaMLR6elnnro24gzT2e0dvj7MjiLnpKp1D4QmNdcY0fPwLH9fqkkkBtzVEpC0I8ZIxB68/g3L/4tDSE6WcjHMeTNAPPX1nE6vac1yY0qioXpvfww+URbOB9C4HM69mNGLynmwktb530cul5Ehcp8/R6cP1blJDpdrnzdlW8KhQRSWOJk+5WFDwIc0oEOjH2cxTdJdyUIndutinD1cIKS25LFBXS5OcNjSJ87XeOpU/dy69aPLjPGdJMJa13ZPSkMXfPXgDgerWSNkPO85rJwBOoLe4ec4Qp/Uhv0DBvnGjFJo6BZ5i5nh9CULxnL/rnriE/c1ls0F897UvKVBF2feAhjpwxCaIeONwwdqK65t+RJZHgrul+CfrC++tJ8zt98MDsSiNfC4AjuV7FRtghC0sWdw1j/M3z6L9Wchx7S2HJ+renIjuiDTzXIcJHHN7TTYOWKPW3AouHp51JhwDQSHBnkPW0tEM1CZHOLzr+A8xJUXhgvzlpCLFyCYq7+ORNqPItae5K5xexcGC3t4qv0UpmgyB04vbQz9/iKrOzfCjRji/ITtDvHELSZ1ssFw7u45K2xX0TIMtlaW/JZKniIGjsM+taGr+XHYd7/gbpdYOFee1q3POffwjFfVE7OoLj5dLzpDg1gZmjR/DeV7+EmaNHuCrhYcH1hEgMLFsbRAa98Nn78eHvPIRzX/oMPjxyGMWJkdDXFmZ94CFKMjb32w9Y40R0OkTfQPoZmFp3FkhdA6U0UHs8O/wS9N2t1PxPIv8+TaewcGA3bgyY5EzVRtgxcvYC/zy2xP38lUXse/mXOPD3P8XI2QsoTo5b57JkciJW0c/PXAZR7wzS/kWlQ9HW5uJRQsUroqyvJDmeDHR+EQuPPcj3nAhyCWTNXd3HVrm+DZQ8GShx29FbETAlGCpVjwQDINYeEyWw88CrNOz/6GMsfepezP3uYXHHh5X1Kjlhgq3tcxGZYvIZblKm2iBcen7OGAka5rV70+LODXE3Gg8jCCpD0DnDvi/8XToFrccMLTmSu0PkfKnknPkh6jClDwGiAL4Z9ViwhbH/EpQOAea66tmES+B+XzLR6MLnHuTm55K6BqLp3MR+d7RC1PB+7pH7vHMtlcTCgd2+XrL8lUUzT4wDXhibl8gPQpAqrTgkZFTzJWXfo4qV5Yjee7pp0BZCFkfYUka2ilMTyM9c5pY8q7ZSUoWQKElyCURVmoBYsC8qpfE2wtsSBVgd+vlbngdY3Hcb5r5wyLn4ZnpgaDrGfnDKQxiikm2wVxp6tMp4gqx1DUO2/CKh1MSKv54UI1506wCK49uxuP82M5Hf1fKIB9YGKcgYCULwObptceeGeBqNB9V+kiFoNwf2/IS/44g3LxzYjdzpd31lMXgIknPmRtQ6YzJh1cbzOBpzftBAWFkg97jn2gPAJGK82JFhYOzV0wDgHyaVeFhFxEUb6FfKWRaGscurDntRnJpQSuRXLYbw+14Ah0fU3tNNg00Tshw+dVboymWual4z2vzb54WNicNASIga7mKWSyBzT7vDoDzIGipvBDQW7acBXIS5q74I4OlTZ/7Cs5Itfepe/k44leSG3wCTTO39d9/H/m98F3v/3febzoUSNik3DGssjf7Tr5D/8JJFiEbOfMgPN51RV2Qv5bKYu2evKaFBiFU8UNw95viecX3Z+o+h/6OPPXNC5CkMEuYV9LpkuSFxIDZdsuLUBPRUkvuc+i7Pcz9nc0y45kiulS4sBSZJxYkRfHjksBUCvZHrs47j91/UEK5vjf6SAJ5tFOzEgWcBhKxmoMjOOothmD2Au+G7CIRY1YZ2OyIcA6LPBWTN/mxl6//wa2/6rv2MPKmcS5ZLZ4ff97hN171Y6ib0i9G2kGXUXrL8zGWlhsGi8t3i9B7L69FMYrxw12UDyyXwU0iWoV1K41HCnrhtxw9WvkN+N/uvrLEhM7zsb3EnpMvyD/d/47uej43ry8g3/l/U0FsFojy0hYP7PC2P7Cjuuw3lu/Z4wigD717gPpcgYV7J+4grNyQWXTKumCWljrZMvOpLu0wC6pqZ5O0HSi1PPeDvufIkztuSw/3CtXFK+wijDOvhvTi9peLxtd7Gi/93ll/b8GArFiY4YB9vdjsyc/QI3zO0VucXALDrVUiu55Ey1oUlrC6Y+1yq3nG/77ltknkyx72vAvgz7kG6ALCJcsiAcGG84tQESgcm1xcUQlA6MGlVUgWFwqAE4HUZh1lAo1Ya76QelnZSJnOFp8qrkeiO+SHM2DKuL2Pg+rKHOBmAUismQC0PjQeRR2/19p1Wyyg7eGFeLZf9o1Nn/sJjVBs5Yx6ChPhyQ7jhbS2XfRrAcd4PVOaUKJnfrm3l1qxS1aXyzHlOpZ/oGmWq54A8XNtsr0U/eNY3vhZiXJV0XGIONOanD7lif3eL2apAFn3gklTWd1VWfdnQmuTpn/mN3dC6YJR6EvlV1zZZaP+9r37JulaWm1acmkDhdz5xESaRvoSuBpkv2krIot7JhWkYHEVvMjdUdk9ssMe9gG5kMFLW/9HHKN27z7u4UWol2jejO6biXYuiUMAOe2hRhrC5gn672R+sfKcZ8s0lSIgpN8StSwb74t5Y4O3edtU5FbQwRqRLRVarAOrruUF1DUilgAS/elsqmSE6TxPXGGW+HeBc39776pdEX4vDW/oMgL+GO2zZ0JtcPDwtzWFKlVdlYrZO6DpIrc7tg+wGL1phpFP8xH87CMGdrrZ+UdkDv3Vj5ugRoeYeACsEPXP0iHXvft5RLZdF4XMPYv7RgzB6e9i5uiQsANpGyCaPnXgSv/OJVTQW9SiISJgwXtzVin4kMcoFNAzBtf+mE5WU3/9v/+CPSF07zl1ACUH5Lk4VUQN+79BRuWnToeN519rV3zE0ESTkInjeBEIuNtsMXEqQYoIovM1g9+5Ofe27VGVOBSW7ovFE+zJmriAboz1pYf4QO4Zs3iutPa4QqF8ILor1jOdBb6W3lFdpCcCSW5Cli7A1Vypm23hnQdopMW+o+zcSomqBEUQ3kYvCHmRnC17iSSnSN8oewlc6MIncuVlLHB2AVJdT6h1NJWHYdA/RFYINhHZ6yLjCoM3u5IKG8eKuVvQjiVEtoGF2VpzQSCcqKXsq7Oyg6ZTl+ndDGqr2Vgo6jsnzrqn0d4w6ly1IKNEORyeEdUTmxfIjSO2ElstSAJ4B4Z5TQT3qspCNqo6ZinixUrWaLQQK+Ff9qaxnIVMW2uMtJcQ6J+038+rGXj2NsVdPS8mSKM8YMJ/R1AsvBWqnJCIufu+Q1DVkZwveELgPkVfFils0vHGtlV0jHhJF0ymsTI5j6oWXuBEdu11W9I7a0RWCDYB2ErLYKqeCIEyYMyhkJDEqQhjG0yYIjXTaBPIPfRBiikQG8CIJKgUthBmHUeSyNRlKtNAOL1YHgZ9rRMjFl0vPT9o/svqpNp4RTaee+cUbf859RjySS+qa0EMrS9yWzXtVeR57hZtsLLPzxpEj2qZxJtzMT73wknRDLiPVw6fOhmun5LoGaXgP6+84iCBxUHugKoLu/r6Kg4CNI4l31I2uEKwi2knIlBfNuBFkUY7p3NyE5ZdLz/teA8udCeNpa0O1XBgIE3ktEHKRplPPwPUO3V4k1cpNIJyHVCWXLSrCpYJO9mLFDGWvTZBnxCMftnHHW8uWAKyAs67I5v0v3vjzF91rEgi5DTyvn+kNBO9vDVyMez1rwzgLvZkXEaX82+eRn7mMmaNHwrVTcl2DSvqMzFvngrI9YBCSJUJ0AN4dRMPuSn7Hs8u8ecZDVwhWEe0kZC11dcvQTsPV7A7Td7ciIbhtqJYLA79Jv4r15yV9ZnYy5LO7W9Vy2ad/sPKdQGNi8tgJAwKj+YOV72wazb9OR5xeG944a5yLt5b9meicftfoPo/CXOX97eLsc09M+t3TBkRTm3kO2X3mzX/8M0aUhXP45dLzCV+vkPQavuK+DtGxHEQe4cauyL4+D+ApzufP+PyOu5lxjeFrAHIAevx+2wUfbSNkt3hIxYGICGEYgtsxpFgEwaQHgO1obsyIiN4SJIbUByJvXicR3FsCrdxkhV3LAl6j31zt6HkcMZpat3yeu98clm0Qgz5z0X2EXX8syMbk5LETP+d97vc70Xng3Dg8qfrbLrwgNGgD1S46FmEmw608gaK+d0ki/dO3yjPtIj7IxuutNo/jul+VOew6twGz402oa7jV3lsYZPeN0zv/zz+J/Txv/N6zpymlD8Z+Igm6hKyLLiJEd4HtoouNje4c7ix0CVkXXXTRRRdddNFFm3ErEbJuonEXXXTRRRdddNFFm9ElZF100UUXXXTRRRdtRpeQddFFF1100UUXXbQZXULWRRdddNFFF1100WZ0CVkXXXTRRRdddNFFm9ElZF100UUXXXTRRRdtRpeQddFFF1100UUXXbQZXULWRRdddNFFF1100Wa0s7l4F10ERldFe3Oi+1676KKLWx1tI2TdBbiLoOD0mdsN4NuTx06gO3bWsdHmlup77YT7irmHYmz3FvT4nfCso8ZmvKdmEWVfzi6aR1taJ3WbMHehAs4CmgUwxPnqxdnnnphs0TV09EK1EefW5LETszBJmBvWe+2E+4rqGjhj6vsAngp7XL8xGvS6O+FZ264jkrknuCcK4Juzzz3xp81e60aE4JkwdMyacSu1TmoXIZuFzwLs8/sNZSS7CA7uYkEpQIj3y5Tizm99L/S5ilMTWDw8DW2gH6nyKoZPnUV+5jKKUxOY++0HQNPrjmRS1zD26mnkZy6HPh/Dy6XnOTfTHCRzCwAuogPnyuSxEwYA77OwvdeZo0eg5bKer6RKK5h64aW4LzGya+CNKdG4Vjmu6Hj5t89j/OSZUNf93tf+5UU0sT5Hgcb8fx5Aj+tPSwD+zD2GFUjpLPj3RAEcbceceDz3VFsbSYvGhQ1Ls889Mdyq6xHhViJk7QpZ3sb9lNLdfoO0ODUB4lyANlTYqksmlfEs3Ds3HhkDkCqvhj6J26BpuSzmfvsBAMDi4WmnoQNA0yksHp6OhJDFsiB/9UvC5wRzrhyfPHbiBXTW2LsEjrG0v1dtgLeJF38eB6K4Bt6YEr0vleOKjle8Zy/6564hP3M5+HVTultwTfx1Ox78JbxkDACGSF07/sn7v36czUGeTXB/RzIvSKq0cvzx3FPHI7+DDofv+KJ0aPLYiSc7ZI24JdAuQua7AIvAXYCA/lZPKubdCEKw4s6B2mRkT0TaHQsrqWsYPnU29ElkpKsTSEBQpMqrfrtewPRGddJG5hm4vaGaDiOdwntf/RJS5VWQSg20v9fzw2bIeFCInm2QawgydlSOKzweIdbGIeh1S8bQJd8Lig681AQA3k2RysZJNi86eT67wfPmA+B6+P3gu1YQAlB6fOpr3z2u5bJ/NPvcEy9uMhvTcWgXIXuG1LXj7lCQimGN0kiKQlUqf3889xRV2pnZkOK7iD1kUjWU5Zoc1wDksL6r7CSDGwZc0g4KkEoVtC8TaPERQTaeojDArcbwqbPeEJYY/TDHT1vHR2OhB4BnQeluUqmBZtIw+jIATK8ldB3QdCCVtH4Xloz7zXsRsrMFFO/Z6/S0UIrsbEH53EIj6A5bKh5XhWjwxoTs2Q2fOovC5x50PGsANZjEuSNgn7cqNmH41FkUHjvEDw23cD43Y3N43vzC5x807ymRcH4G+I5ppbWCEGi5LEhdO37f7/3lcdw7tYpuUVVsaAshm33uiRc/ef/Xj4dZFKPaKctCVbz8IfffgeAhLVUyqRLK4pBB3o6yIwxuGIz/p1/u5i4WCQKkUxh/5fVIwoYig0YqNWi9PaENpQxBCUGQ7+dnLmN1bLuXOIjRyjCUEI0F/cXHc0/RmaNHoLnneDKJRKWGxGpV6Tmo5gXy5rUIK5Pj3mdKiPl5I1/LDyJy1FtYQmVidP34hKB0YNIKO8qOJyMa7DnQVBIwDIAQtfXWe7jI8x19sASJl8y+3otsAqnUrP8XzYtmPexB0KzN4UaHkkl4kEyi8IWHrN+JYLdj2kC/dL2g6RSK03sAbwHAhrUxnYi2yV7kZy4HNqjFqQnQTNr7B00PPKn8yJQK2QrqrQvjcREZFkHoloeOMLhBwZ5x4QsPWbs/hijzuLi7RE03xxlvsRMYYFXSFJQQhCEQXOIgRivDUEoQzR+jtwd3PP8P1rMuPHYIi4enuV6GOPICo/LOE003CRJM0jB28k0sHp72vDOV65IRjexswTm2CbEIiOyYi4eneWO/B601vH8G4K8BZNx/cJMoQgh4O1jiep7jJ8+gf+5aKO9oFGjW5gQaZ4kEd53grVNTL7yE4tSEkNhbEP9tQ9qYTkRbCFnYZGbBQoFEXQs8qfwWV5XFNyjBCho6kBkW1cmZKq2Qx3NPUXsYtNPzANj4yM9cNhcJDqLK+3DvElPlVRjplBUuUzl3ENIUlBCEIRDKz0Y3MP5Pv9r9+Df/jsZR8RkU7L3L5lWznutmSFUzIezi1ATmHrkPtC/jNGzsPpq4LhHRED0HP++J5JwtM7wsjJ0qrRzXBvotTzWPRBm9vNx//udhHAFRoVmbo5gfasG9TvjNnblH7uN6GtcPKKhy78BN3UZFSwmZRQQaibpBdyeynXNQ+C2uKotvUILFM/6yZyAzLCqT034tzNgVpyaA3/lER+UB2AliqrRChqcmfJNxRUYwTH6Qe5F+76tfkn7ffe4gpCmo4Q1jqJUXbkIcOZGdQMoA+bwSkgybtyzsM2vmumTgSlPYr/0LDyFRXeNuAlRTMexj2D4HuBB4T+znFMhktHR8zD73xIsqhVqiZ5eorkV2LSq5X/OPHrRsEfN82r8T1uYkqmumRIWNmFoQkyQAzjHvt06NnXxTOE5JXUPu3CxKByY945+mUx2TWxgnCCF/DeCLABYopdONz/5nAE8DWGx87RlK6T82/vY/AvivAOgA/jtK6Q/8ztEyQuaoMGwkCqrmbjCE3aHyJpPf4qqy+AYlWOw3qvcrMyzjr7zODbUl6hqM3h7htcw/ehDooDwAd+Wpe1wEMYLN5AfZISM0vHMHIQBRVbzJxrxyYr9rHe8UUiabVyKPqX1NERloUOoJf7PPVVIeRNcFwGMwA6UXJBIw0imzcMEWAQiT3yQjf3bIvKzyOfeVQNcTJUSkSKSlaWTSVpVuM6FJldyvwucfdLw72t9rFkY0YBFkSZU4d97qutdj37jfVHkV6RtlZ+6hC0GkYzw5ZZyxLAj5Hp80D9WxUZeI8DcAvgHgO67P/3dK6f9q/4AQcheAPwRwN4AdAH5ICLmDUqrLTtBKD5lHVypoLlCYHapoMo29ehpjr54WkilVshWnC1xmjMOQweLUhMyb2K48AOm4CHKfzeqGOTwLvJ0ozPwfN4KQpjAVb0HHvGdhBYSCum48nnuKvve1f/lHaPHiOnnsxJOpBqmx57a44ef9o+kUUNfYzt36nNQ1K2+LB1E+mhvu+e4hQI3nHDi9IJUEWa0iqakVLYgQILdUeF1h1pa4ISNFVJReYKs8DLIxcxM/I53yzf3i5pumkph75D7A/XsbofKzOXoq6Q0jEmKJ+s4cPSIkY2ydYPcjgn2d8rNnvL8XpybgUk1oe9QlDlBKf0oImVT8+j8H8B8opTUAHxFCZgAcAvAL2Y9aSci4Bj9ILlCYhUJmpKdeeMnj5i88dshx3HYuQn7GOOj18RKHbWhXHoDvuFC9z2bycIQK6gyN52b0ZTyLexDSFHQMhzWO9mdWeOQgV64hf/YC9zlwFtcXJo+d+FRcLWaYl5QRLZkBVfH+0b4Mxl95nZtTxSVzNhJVeOwQVse2Wyr3fpARoCDpBey6p5roOAFEp3MmmnPt8qI2m76hujHjET/exgUwn7VfeoMnZxBwEKri1ITlXeVtRETH1wb6UZyakIn7YuzV0wAgnS9RVJmKtEGx8aovhwghv7b9+68opX+l8Ls/JYT8KwC/BvDfU0qXAewEcMr2nSuNz6RoJSELLQZrR1ASomKkowp1qYLnieEZ2qh3qj6LdbvyACIZF+w3YZOuhQrqhuFb5el+T6RSAyFE6HVxf5/tXmWkrJlxyMhFcXoPE3tE/uwFLukQLK4EwNcmj534eUw7XmXvuUqpfpCiGg9cKvd+8CNAwvQCDqLQw1LOH1QM03YKAqdvBDiGHUE6KQSoZOZei4rdEb5PQjD32w9IZaDyM5cxc/QI/7lQGsieyHLo4i4C0fQEbhTVixmawFKI1knfAvBvYLbg+jcA/jcAfwK+TIxvMWMrCZlHjTtqDRjeoFEx0nG3yHFfo1+Iw228o7oGyWK91EbXcmTjImzSNSBXPFf5PntP7P0advHGzz1oJfymyqvIzhYcybG8dx9WvFSE8ZNnlLw+ksWVIL4dbyDvuftZu9+3W+5BlKZg/oDzfm0q937wI0C89IJEdc0cHxGI3LrBJZ2c8Hv+7fNt9f4HRZD0DVGuoArhlXmcAhMwltMrKNZQsTuyTQRNp5DQdIATnmdjSUZCw/Zfda9Xkjmw6asvKaXz7P8JId8G8P3GP68AmLB9dReAq37H42S4xoOGwX86VVox2XlpJbImzcD6oNFyWUeCb3a2AFLXHN91L35R6QupQCXEEReGT53lPguYmj9twexzT7w4/p9+2R/FuMjPXMbYq6cR5ljCxVoQrhB9n/t+U0lzUW6My+I9e4ULMSAey8WpCaiAhUHe++qXMHP0iPLvZPfVQFx5hvyFm1LpPYje98rkuNTQTb3wEu781vek96o693lzyn79TETYft47nv8HjH6+KEUAACAASURBVP/o16HGqR94zyT/9nnHv8dfeV05JMtDO5pii9Yue/oGe77jP/yV75ovgmhMkErNeoaiNcH6G6Ugq1WM/+jXGP3ZGeG1qNgd9j5F5zR6e4C6Zp03Uak5xpKsWEgVMuIISO3Kpq++JISM2/75+wDYIPv/APwhISRDCLkdwD4Ar/sdr6WyF6plzGEgGjQrk+PS5H2g+R51QbwZKiGOuCAKgf7ijT9va5w/Si9g2GOJvGuiUm/R4q70/ny8bs14bJsNv3PbA60jrh2vt5elzcshuwfe+5Zp180cPWLNzyja6Vh5ehwBYxCC4vQeFO/Zy03gjstDxT12EwSsExAkfaOZVA/ROmCXsJjht8CzxpH7+7xrkcE99ljhgMgTaw9ZugtXmpFqkUqnYH0+sTSNhKbD6O2xUjZoKnl88tiJZ7FJKi4JIf8vgM/CzDW7AuB/AvBZQshBmOHIWQD/DQBQSt8hhHwXwLsANAD/2q/CEmijUn/UkO02/Ba/ZkJdQQ2gSogjTvCeRafIHbQTskXcXuqdqK6BUirMDwsq3mgHe/fNeGybDb8LVf7NkE0sO16uCGgT3RlkeTfu+RlFO538jESOI2SlHw9Rh7GbQTvWjCAk1h7WlnV14P0OkJM5v1xEXo6p+5zC6khBbp9SKFpwbr/7cUNVOgWANc9ofy9Q15B/+zxKByatlA1soopLSul/zvn4/5F8/98C+LdBzrFpCFkzXq5mdlRBDaBsMreyr1oXXqgs+EZvj7QqT1kDTKJH1MxYbjb8Lvvend/8u+OIaVG1e89llWUqUDGY848eRH7mcmTtdKKs9OOh1YVH7UazIuKA+Jmtjm3HyuS48H37rQMqhSXNREJUvX6yuS6r3PSDknSKgAwWp/fw8vf6AWwqb1lc2DSErBkvFxA+hBDUAHITUFUb/t5ikHkEWuUt8N0tuqryeBWX7r6YLBQqMgrNjOVmw+9+v4/bM1KcmhAmUAcNI8oMptHbg2KjI0QU4UNVIs6kEoKO2aAbv07ypgVFFCLigPiZ2T2iYY/NxowofMnGqug9hJmn7nEqDJ1i3XMV5v58Nz6NJvVcyAsfNo23LC5sGkKm4uVSaW8RFFFMrE5Aq0MQ1g6Y0t0pW14Pg8wjADhzdrRc1rc/X1go7RZdVXnu9ys0joK8njhyYFQ3Jiq/j2ussHfOq5ALkkJgf25C1f4AlZQqUK30C0sEgmz8/OZOVEQtxjWjKRFx3/ynEE3cRZDNF9l78PudyjsKG8b0g6+3t+FA4H7Hvxp1I+qTtQybhpABcqJTnJrwJN7a21uEXZSaNYC3Ing7YHfoT+YR0Hp7vMYukUDhs/c78kZaoN2m9D1VAh7FdTdD5qL4fTMQkl/DUKpC5Ip6arrQSERdQGN/zyp5OFHkxfE2fqK5M//oQdBUMpKwJxurk8dOGIi+m4NQBsUdinNfd5D8J/ex3VCZj7L5wtMAs4uS837nzmn0K2hxHyMKxQA/by+7Vl7rPhgGkCZ+pKxdXWE6HpuKkMkw/+hB/o41lWxqpxylAdvIYYaA8OyA3aG/UAtLOhV5ro1qkn6zxRhRXnezHliV33/y/q/Twu984iIibK8k82iEzedEKhlYuoShmfno8ZgBTZFCkTdETyWt0KvfMe35j9YhQniHXGOVIPpQFFcsGvAPxfl6tBXD4UHmo2i++K1hPE86r8JZ9o5Uw5hB1id2PCuaxMl1FaZm9KRtFy70lm16fbKw6HhCFhVJkfRwbHqnHEUIshOSdlsYtuTvkAhB4QsPiSvWAOkuEIhe5FclLBBX+5G4xImbhRVaXDeakRjkZvPfAon7+ijVqzSUVvGesM+aNZRcI0kIaH+vurq7AEHXvxa0yvHKoABSouIbpmwo07tFmQH+/I1iPgYdz4uHxa3tmiHuYdYnNnZl49wzvjk9NzmkbBW3gD5ZWLRMGDYMmhXIDHqudsJPfG+TQbxDSiQsY+MBM6ISYcaoRX7zM/5Cm1GIerZSnLhZ+Bjk0BAJTGZnC0pCt2HasIkgm49h1iU/YVPV603UNSEx8TsXqdS4xw363OJuleMWEfe7Fvf74IJSTL3wEsZPnpGKR9t7S4rOp4rsbMF7/Tax4CDHDkLcw4pji47HBHftvZ8DXfv6e7wI4OluQr8YHe0hi9JrIOr5Zf5RLcE3zpDiRjLIEeAZAC+A3+9LivwMXzsKlCJ9vYT6tlxTFXqic3rec5NCm6rJ53Hr0oVBXAaZF/5XaTPFoJrkDPg/V9l8DLMuRZXaoKru7j5XdraA8r4J0Ai8u61olcNkUPyad4taEHlgu2dRREMl/yxImJs79hpiwbxeqbJE+aDEvdVedZk3kOXLvVx6frKlF7UB0dGELEqSMnbyTTOB36VkrHrMuEOKzYZrokIrwpYNIdBPAfgaApAy9izGT57B2uAWVCZG1xc8QlDfnuca304rshAmn+u6Rx6jk66bIU6DzMuJUSU/KoQOUHuusvkYdl2KwlCqrhO+BQaUhq4yFyR9RxqKmjx24snU0SPS77D3KEtxYFBZR/2Ind+4EfUp9iCR4NoO0YZiI/Qd7Ra3RYOOJmRRkhQ2oLktThSOGXeOj2gyGo1E9U6fkEEx+9wTfzp57MTPLXV2QF6Z43oW9cEB7u7TA8UKPRmi9oyKks/JahVJrdrxRR2tMMgMYXT+3M8sjPArt4VUI9y0Mjkeel1qdiyFMXzc8UYIkpoeanxxq/ty2chCUawKW5gHRykS1TWM/uwM8jPytkKAOjHwyz/ze1dKnjp2SI7taGeFc7PYyNfeSehoQhY162aDI8wx4w4pWtf2yH2gjUbUIARGX2bTKnLPPvfEi5+8/+vHhWECln/BeRbKz12xQk+E4tQECp9/0PJcabms+W+Efx+ia6d9GUx963vhLrSF8FQQEnIRMSlwR7EpC+OZ4raQIgQrk+Oh1qXi1IRzbiOclz2M4Ytj7XI/05dLz0f57r1V2ICQGAlD1UAgYqASdpMh6PPkfb8d4caosJGvvVPQ0YQsDtYd9pitCClau70IhQuBzpbTkGlPJWp1T14VexZBKsma8TDOP3rQEUYEACSTVuudMIhzLLXqXdsX3zhzQ9oVCpGRmKBriCw3KczcdocjWa9G0XW0Yu2KONVBmIvII0aeDULI7ifNjrWgYqmdlB/ayTbiVkJHEzIgHlHNMEy+VYYh6t1smNy3Vqr2y6QKRFIl2kA/xl95XS2Bu0lFdtE1yGRU/BDXWGqXdEqc46VdoRA/EhNkXRKlSTDEPbc3YH4PX4eMUuHmihf9CDr+mx1rouecOzfryWOUVVu2Gp0gudSFiY4nZCpoxYDym6xR7TCi3s12ur6V3/2K/sbNY2lxpaqq5403NsZePR05yRC968Jjh7B4eNo6x0bbDbcjFBIFiZG1grIj7rm9AfN7+DpkgmR4hijWumbGmvs5k0oNpCF4Teqac8NICEoHJrnVlq1Gp9uIWwmbgpC1akCplkszQrg6tl3YQFqEKHezxamJjpfT8Ltf2d94FXlRh2aEcikBpFJ4Y2Ps1dNKeSlBIPM22sekqozErYwoSIxSkncTnpIgc7tZUttKEt+owgYM47ibzMrW9U5Y69hzZvPeaLx/alewb6BTSE8nPLcuTHS0MKwqmhlQTAjQT3RSBhEhLN6zN7CobX4mGmE/a3cuqFz0IymP556SKzJGBNn9Bn0WUYhvujF28k2hOKXK+Gql4K/fO2Vj8hYSIG4K+RlTFHP8ldcBAIXHDgVaI5QMWqNQIAxE7zvq3CRVIdwo14zZ5554MahqfauehwpUKy47gfR00nO71bEpPGRhw3xRhTpVW7ao7oiiCNHIFoROyx+R3W+QZxFXEcj8owdDi7a2cvfp1xQYQNOtWW41NLNGqBaehH32rcoNa1dIS/T8SKXGbTIe5HnE7fFTfaetID1+96r63DZaqsNGxKYgZGEXpqgWmiAVf60yfDJNHZ6XiTfZNgJ41x11KHD0Z2dCG74ocwL9FkSOHIXysTtxN9wJBqCZNUKJICP8s49yA2J/1onqGiiloH0Z39xM9zuaPHbiyajkT7jPT9NBM2mrbyKPIPs9jyhzjkVjVMUmtGJjrHKvKs+tODXhEFbXclnz3+imOkSJTUHIwi5MUXkvomzZEhWCykLwJu0n7/86/cUbfx5rtWUzRrdV1UG88ZWdLfjKDQDReTFk9+q+NlH+nQid4DFlyuxhWibFiabXiLpmGTFS10ATCUe3kGaffRTedPfYsnuDtVxWGLJPVNc8Y5LUtePNNpln4M07I50SSuGwZ+H3PKLaiMvmJNcm6DpIrW4R3VZsMIIUfsiuZe6R+7xdblJJFL7wkO8a2IU6NgUhA7wDyt4kNm59HpHBDtOyJSpYLUUUZCDa1dh88tiJb8B2jUGNbitDKfbxFYQIRuXFEN3r3CP3AekUt2ggd24Wxek90mbtdsXzdsGtzK7lsl6VfLQnCTqqdAgApkjxux8FLvQJgjAbHN98J0I8G0xS10wvGmdMwhR2jcRL5l7XRb0tg2yio9qIy9Yf5qUvfPZ+wNZKKTdzBeM+fXCj8Aw7empywLybqselnJQNAFYFcawbJj0BvRheZmgjYdMQMjvaoc/D22GEadkSVZgmP3NZ2OPNPUnbUWXTMMJfa8botqs6KCgRDOLFEL1/mbo/7xkyoiaVXCAEibrWCbtarzJ7h+S6BV0jHIaQ815WJsdDh9RFaQX2UKORTjnCSipGUrX4AIbhEFyV9JBsqsm8DFFsoqPaiPutP6tj2805aJO6KN6zFwCEpCzIZk+0VhQeOcjd0DhACAqfe9DMj+3tiWRz0ClVoxsZm5KQdYo+T9BwQtQhOJlytH13JFugYhT9fBaCxuLaQL+5E/ZT3BaEhQFzJx2XGz0uIih7/0FC0ACfqPHQIcn8ygY8qpC/6sYnUF6SqzUSD1GKwBYeO2TOgQbp5hWeqBhJ5bFFCO5stPbyqTRtusk8O4f7uQ+fOuvIZQIAaHqgTXRUG3E/Ymd5p+0gBMXpPUJC5me7PJ4vV3RhdWy7PxmzLjQJQ5G8J6pr3PHlRoesJxsWm5KQtVKfJ0pEHYITJhW7BBbbpOQtNsK2HSUgWSxEi04TvQLtCJqw2yxZEAq7fuEh9F1Z8HpdKDVzlDgaR6qIiuA0SdyFyuzu+9VTyaZaYQH+Gx+/QhF3OgQvPUGEKEVghaFoF/yMZJjig8XD07Iw+O7JYycMmO81VI/TyWMnniScd5Q7N+vdxgUcdVFtxH3XTZ/1iQe/EKPsPdF0ik8CFSGzNaM/O+PbcQLozOKgjYRNScha0bstDkTteWETizeR3ImwQMuVvPlGWADeYqGysw9LaIMm7KoQWD+vjPA9JxKoTIxyd9sJ3QCta55roZT6ErVOSOZvwKPMzlrOlPdNmG2qGuSD9vc2navilzPpR9bcf1f1SDTzvJvxPMjWPTYmaSpphSRR15yhNgDQdeippOV5ll1Pw5NCYM7vb4dM8n+Wq+04vcdLCpLJpvqBhoWnqplS0FRyPfc2hAdfZruUtM1CkjEG0XtdHdvuPTYnr7BD1pMNi00hDOtGHAKhYRFEeDYOgb78zGWlfJz8jCmCeee3voepF15yLBIxicQ+A8B5Y4JqLgb3YsF7zyq/U4GftzKoeK+KuKb0PQveodHbw72WhG7wj0Op+Z9hIHdutiO8ww1j/bT7HsZPnkGirgmT+1XhnoOyjY8fWRN6qmRoQuCZIewa4JfvZh+TSCRANB3jP34D46+8bo2pRKUGwCTDbOyKT+h5Fv0w0xOCgu9B75DcQjamCo8dMvP2dMMkira53XdlwbumMRIjWANktkvpHkVrKKWApvv+XDTOROFXtp40O767MNGRHrJmE9vb5PHxIGhOWFwCfZ3oMWTtUVKlleOyknY73NfL26HyXOph7tPPWxl0h60SjlYNHdnB+nq6r0WYcG1PML7r9o7opQeY4+Hx3FPH3Z836zXmzUGR0VLphxrW8DerjSesmnYjgLSCX5Ug+937/+UXgaRrXnEqLyUeoTBJ/mph7AbiXMvc6607RC3K3asPDiD/9nknmfEpYpLZrsXD01IyLGtknn/7vKPIjFRqoJk0kFSUYJGMO5ZX2EXz6DhCFlViexgZjKgRphqP/U4m0Bf0+bQpR8wXbiMsy5EQXa9MjgJA6F6BUZNYFWIhCzHzIHuHSonaqeChnlaj2fcg9GgJwi0io8fOJyuUCdumTAX5mcv8hG1NR6KuhaqUUyW7QskDAKnSilQjrIEwSf7PQNeP2wkDdB35dz5qqZxQMyFqbaAf/XPXfPML3c9btNkT6l0Cjncvq+532xLljb1ofPtENeyIsUBs06DjCFkc2lIqJCYOVfAwu3s/z0uY5xOFx7AVk4nr8ZJVWXJ+7zFahKB0YDKwJyhqEitrA+O+B8BH1JVS32ei6m3r9KqoZt+D7P7sZML+LGXnE11Pb2EJlV0jnkT7KMnC+MkzXGMLrM8ZFlr1C5/LQr5BCKS72IEz5lZhpicEh9vWU1NKKIycUFiEClE3oJr3pfq8VddxVe99EC9//uwFLxGlFPmzF5R+34Ua2k7I3EQoDkkBlVLiOBTf4wgVhn0+nVRNKkOz17kyOR6doKhNZb1ZAVVuuT4Amkl7qgYtYsCRUSB1TSlXw0NuY/TexIlmNxOyOcgLI/qdj/d3FsJyeDUpBanUMHbyzUjnHc/zH2Tt8qvU43mURZIHieqa59oAMC8jRRNVlgCe5SnDu8OpKhBttlU24WHtDiPiEq02x/c6HUymwwq/NsjY+MkzHdHibLOgrYQsaH5HWMhIjKV3JalCDDvg4ggVdmI+WCchCkLPM1rUbRwCIj/TaFLuPo6rQsyTr/L2+dDK7sx4F6cmUPj8g458EQCB9ZvaBRWSLpqjYeagOwzOa5Flv56Zo0e4XhTaG05dPMh6E9RjrqLKvzI5Dth0skZ/dsY7fnQdoz9b/477mgEcbbJ9EjfvLChBEhHW1bHtSq25lEPUgtw9Yd6XgpfbfR9MxDUqWZ+gGD95xqOf1qr2dbcK2krIguZ3hIVwUgkSLRl42i8qA87dqBd1LbL+Ze3MB+vUHACHWGIESb9xtWQyBAaaGRluvsrdt4PU6qHPCayPU2tBByL13rDn36z2lP1YQbtb+M3RMBsq1bkvkysJapyCrjdBNyAqhIaX0wSInyF3Yx1e7oKBm9QfdOMpmss8+QzeHBett7lzs0obJZGQ7fiPfh16TLivufCFhwC0hwDFtVbeqmgrIQuT3xEG2dmCunqx/RoEOQCyAcdr1EvqGsZfeT2SAdpsCGezuZc9i1UEhD4uJX4/7yZ3g5JMgvabi3kzu8+4Qtau59+U9pQqGXGPYT2VlM5R3r2rzAPVuS8roAhqnIKuN0E95irFHrzfysaPwOvG5C7CErJnSF07rrLxlL1L4ZxVlM+Qrrc+PSnXz+Xzbx/4ejVDEH8RgtqHuNbKWxVtJWRB8zvCoDg1YeZ3qJVnW/DLARANuCh2DH6TIqxx3YzuZaGX1dV3L9D9RVBRxIOfd1NlEYtr9xmWqEdpjFXmTpA0B9HzbNbzxdPDk+VlBTFOQQ1cEI95cWrC1MySrX8hqpIl9xe6p+Xsc0+8+Mn7v37cb0z6vcugVbFByagfFg9Pe1MFAgrZhlkX4vI0u9FNoYkWbSVkrQi/BaqS4RhxvzJ4N/xaXzS7wDSDKMhinGHLMIuIbAccRB/H0yNOcMyw4Cmiu+9RSaoC0e8+mxlzURpjFTISZD6L5mizni+RHp5IriRRXVOW3JGNgZmjR7ibM3ZPQdYV86Y5pISTQ+YHyTU31dNShQj5vUtZyLEV8hlReJCCrgth53MY+9CpkkobFW1V6s/PBFc8DwrhwHftqkldw/gPf+VRqg+q+i8yAonqmq9SO+Df1qUZdLJ7WUXJnocouht4FMsjrkgUKaK7Dadq54God5+iMVd47JC0u0TUDaZV3mWQ+Syao0E8X6pzPz9zGeM//JX3/ek6jHRKeVwLx4Dkt/kZs8vG+CuvAwD3vQUhskHXA8E1h5e7CAAVAWeejRk/eSaQ7QnSccWOKNanoOtCWBsSVqYpbht+K6HtshdR57a4vSyyku1EXbMS7ymlKDx2CPOPHgSl1JGEP/bqaWXPjWjHQClV2n3ESZo62b0c1nsXxQ5NRStI9Zg8L1+ge7NJbZC6BppIOBKCo+jc4IbMyyjbXS8eFjSYNhWkAhtjlXcpGsP2+RzWC8XmQdiiHJ63Sk8lzZZDNgQRh1aVcPHzigT1yAQB7761XPbpJqsslaCypolsjKrt4T3bwmOHsDq2fV0OgjMHAUBPJaU5rSpz1/18E9U1M/QsWBfC2pCw9iGu/NRbEW0nZFGCm1+iG9wJwTSleEn4DGxRG3v1tHJOmyiEoJqLFidpkhm8IEY9jrClnzSJ6mIVKSFxqWADkIaeREZRJJlhPy83pEQI8u9+JK3mChueUKlMtR6DgATIFvgwxljlXYrGcBCNOL950ExRjts4vffVL3G/5+d1yM9cDvRbP9KvmksVNtzkvu+XS8/HTsaA9qa9FO/Zi/65awC8DekLn3/Q3JbY5z6lDj3DIHPX/Xxl63VYG+L3LMNu/Oy/mzx2YhZNVGFvdrSckL1cep7E1KxaUKXmispS6miq7OcdoekU5h65L5CB5+0Y5h65z7NTZrALg46cu4jCA/sdRjyqBUZk8ADvgiJaGKKUOLDDT5okyGIV1bntxSWq0go8o6iirSf67crkuHQzEMazqFKZ6gaPBEhyW64JD+QDv3cZBQGXHYOnKcakBexaZKrXIBxbqzXPZ7zvaFnvmsEzrH5ekWblG9oJGRGIYjz4QeZBZmFAXnU07/uJuua7XqjIWORnLmOwVDF/s7Dk+FtYkip7ls1s/FzXEroK+1ZAx3rIIk3wtsOVtKpUwdKX8aipq4CMDgMAiruGgYxAJJIQLD58HwbLVQBA/soiAGBheg+0fn6YpJkQFc/giYyQ26hHKXHghl+lmuiaooDKAqZCfAKV2FPqOH7YMEOY3/lVpoqImXsOcDWWTOQmj514Mq4FN4oQiegYMk0xoOH9+NyD5uhvGF2ZceKOLU3HyNkLICND1md0Ycn6d3FixJr/Hg+WpmPk3EXru8wYi8gbsF4MIEy9CJDA32qoEIG4Q2aypPqgqST278vGWuHzD1qdOkitjgQB9J40Uqs1jJy9gPzlBevr9nEEAIOlCsgbH6zbEPabUsXTjcoOmV0Jm1ISkyTKpkVHErKwbDxINQozLkq/aeyEVCY9I2F2FO6bAnV76uzX0+/McctfWbSIGQObSHFUYaoa9Tgnlyd3BuASgzgKEFR22SrPSHX8MQyWKkBjMRV6Q1ZrngXX/XdVLwrvmh0gBOOvvG6G1znVd+45kJ8RdB8AetCiBded78XyP4P2QWVQeoecELTIOFlj6+H7nMbRZlABOMiY20Nuhc4lxnjk7AXv7wBHHmCQ1ItmEVVaQycIj1opJxKZDNV5b5+X0rFm0x+kvT3QGx9r2V4UHthvfc1DuhpjI395wTPGAHiIPEPYHEQ/9YA4JFE2MzqSkEWZ4M0FIdZgU/2NHxHgETHA9I7RTFr6W174orhr2DvZrizGskCp5hzEPbnY9cveR1wFCH67bJVnxB1LIr0j1zvnGVTmSZGB+zuf8ITsXvIzlwNp74m6D6AFC64s/zNsexnlNYQD0fwYLFUw+NIp6EMD1mfs/5NLZcd3F6b3cElVaqWKfS+dEp6bGV/Lsxayn2sQ73ucItOTx048mWrka/LQysrw/MxlrI5t94iL2+eZZ8zoOjeHjOXEJqprGPjwskd6QwU0lcT8wSkYyaQ1VuxEjUfE3HATs7A5iKRSC6cD16QkymZFRxKysJPQ7ekglZrZT46jDcQGG9sxric4A0iot94RETGGBdaMVQTdAE0lcO5ffNoiXgAcRtY+2ZpZoJrt99eKySXL6Wunvo3KM+KFCrYUllCcHPcQrS2FJXx45LCDcI+ffl+44xXBbYhVDKPfvcgSwN0FFnGOCT+Dr1IdCwTbsHg8tZw+tyKE2SzYSRrg9ZbbPy9OjEjHA/OKnPvSZ/jHsOlUNZsnFKde4uSxE08C+LbM69TqynBec217LjLAz80VefyNvgyKd9+OwY8KuLFnh/IYY9B70l7SnUpiYXqPEiFjYMQsbA4iIcSs+LRfh48OHFokibIR0ZGErJlKQ7unw2qqLIBdq8b+GxVy4kfErHMIFlhQCqLpQCIBvZFfZhEvTffsktlkCxOiAqLp99eKySWreOTp27SqFZTsGdlDirxQQf+1kpSksfc+fvp9qRdEeG2cc8pyRdz3Ypd9WTw8jexswbtztxET+9iJa0yojNcgXpKwHhVSXTM93PYkbU135JAB4s0CGxuMeNW2mXM3c73KPV+qtgatl7NmEOLwgLiJHENyqSzOJ6MUhUcOCptqB/G+xxxKfBZmKgQX7diYWR1fGHEiBKUDk+ifu2bZD0ZqFw87m9GLxMWRTOLm+BB2/Oo9frg5BLT+DD48clhpM2eHn10RrX9+3nTPBoeQi+hWWQrRkYQsqlLmxcOcthU28EiMHzlRJWLWOQQDPblWB9EMz99oKumtDG1A689gx+vnQlVh+i2gKomxrZhcfuE0O2RG236dURE13jOS5XdZv3MRpg+PHBYSbvY9kcF1wx3y4l2XO18EgMOAuJ9h6cCko/qO5yUSepgjGhMqBj9Izp6qR8X9PGh/L6DpSFRqMHp7lKsseeOCkTH3/9vJ2dCFjzG/fzcoZ92iqSQW7tuLLZWK8Pr1oQFxPlkiwe3py55rEO97zKFEfrib0rZUghanJrhdGNzjMajsDWCu6W4vd3KtDj2VEtoBounmpp2XLkCIucF7cD+MgV7kFpYBiNcJhpGzF1C4/w6pzeWtfyKyKdKBe7n0ug8GZgAAIABJREFU/KT0Qm5xdCQhi6qUWbY4yEgM1/AGJGIM2y/NYeGOCccCS3QdQxeuYv7O3YGOlVqteaswV2sYfu3N0BWoQRfQuCdXEDIuMtpzj9wHpFOxhFOCwF4tZw9BysJSqkSMQR8aQHKpLDwXYJIDHikD1OQ2/PSw4hgTKuNVNd8ryGaOGwZNJZFYreKO5//B8TFvLPGImN87dZAzrYLR9y9i7sDt/KIWUbW2DVsqFYyffh9XH7rTGwqTqPMHiUzELDJ9CWYFt+fYrSpKYGAkSxRStI9HoewNq17mgOWS5i8vOIh2aWQrlvbshJbpMUODAIx0CqnaGoYufAwAQuIOADSZxNKenRYhE+UsMuQvL4AWy4FsrrA3aoh+qDIQHUgVm/cebgR0JCEDoillFu6gDaMl7R204Rxyi8uoD6RQHBmBnk4jWa8jv7CA3OIyrt2+Axpnl5PQddBEwlRpb4Do6wnesipMETpZpd+OIGRcZLRpX/ik5qjgrpaz5wGSugba4y30UGmPwsPyXbdh/o7d0gRfESlrpno0zrGjqsAOeEOvzVRZht24+HlKGemqbVtfcjPX+e87o1WEoctUbc1zTPNYzhDolkpFnrvqPm7jOaluhmIWZH0GwLdhC1u2K3/UL0/RPh6lsje64fF4Ed3AyNkL0IcGHASMka49Pve7msuitHNETLI55F1GzAZLFeQVCS9XyJrBFc7tQh0dS8iigGjRsJOxOHKQtOEcAKA2ZC6oqdQKtl//yPp7b0lHbSiD3NICru9wJXQaBrI3TSO6smUYRjKFZL2OofNXka3VoA3nkFosec5JRodB5xc9nzO0QtE6KqiScT8xWTf8kpqDQmaEedVyLOREwCfQYTUClvbs9A2BikAqNa5gMamsV4Gqjp0ouzeonjNqDaow5FM2DuzeMTsZ4/3bTtDyCwu4tmunY20ghoH8woKDiK0fq9dDymS5ZLxqwSCboaiiGDzMPvfEi5PHTiBVWjnebsFavyhLdrZgde8QiitTahaKGdSa5Mm1OkbPzGBLpYLSyFaHt0vrzWB+v+kgZB4uHlaHBqWk207e3WCedRGaLajhbYCj7u6yGbGhCFlQQ+q3aDRTKSSSpXCTseo2c5JVtxL0LlPHZxA4ROpZgh6jjKHGhOm9rlvHzCypkTLeswrSk3MjIKhEQaq8Gmt1mB3CsKQk5GSkU1zDagdvJy06prCgxAZCCJ8c2hb6OI2vCO04JxBs46KSPxgEdoKWxipyy3Mobx0GJSkkdA1br85hy40Sbg7mcGNs1PK4D87NY8uNkmfsDF286vCcAmb+UX62gJvjQ9yUhyAEN2oybMfsc0+8+HjuqeNRHzeoDZFFWXLnZp3FL7yOF/b8S2J6xcZ//Z4jPLm0Z6cn9GgPOfIIOOATvjYM6IkEPvjM/dY6ISN3DGRkCDdyfZEU1LRSmmSzYMMQsrCGVLZohK0UKu4a9oajHtwPPdePDDV30nYixsD+nxGzG2Oj3tyERALV5BB6qmWLxLFj9V7XHaQMgIeYkdFh3Bjo5T6rVgpDtgKeIgNAuGNkRjWq6jA/Yyws5qjXQRMERsobskzoWsMo8xfgm4M5XN+10wpls510oq7B4IRAVdrziHTE3J/HaXxFaNc5AX8iGISM2Q1qddA7PntvOCkx+04CN5FfvWl9nk5QLO/citLWMWvd0Ht6cH3XTgDAlhvOtYAZ4KXdO7y5hWdmrO+J8gs3G8LYEFmUxbfjBfu3DTSZwNxv7cPUz9+yPhNuqDI9KE1tEd5PQte46wgTEmZpESKPm8hLFlVBTaelw2wEbBhCFkeZtV++CK8Bc2q1Bj2Z8IaIkkks7d2BnTMzqG5LWuRrbdB57J4b68TMSAoeP01hbdD5XUbMGCkDwPWWFXcNo8BJ5qXpFOY+e39He8jcu9fsbMG3z57daH/w1D9zioMy2HIGg4ieNoORsxdQeHC/c+drGMiWl1DPElSSowCxvSNqIKMtoTpIUB1Me4w0ACyPjTnyCgFz3IFSEMPw5BwOXbwqvD72rEVwL6atkhfpBPgRQVUyJgtX2sEjaWt55797iub3yv3D3rmdSODG2CjXS5ZbWMbWdy9ZRR9XDx3AwvSewLIIKnCPkTjbZ4UZj2FsiIygi9YSEIID3/uJUA/OSKfwwWfuBwAk6po4p5Rq3LHBkNGWvOuIYQDUAFy2xZ3kL0MUBTWdmg7T6dgwhCyOMmsRy09U1/gNmGF6w0TNovV0mkvG1rYa6FlOOD7ruQEQaKDg7HCSmue7Kt6ylUzGTOYWVATRdAoa2zW1qfJQBN7u1V6ir+Wyjv5uvEWYCt4Lqa757uxEuznews+a+sqwpWJWyy1O7YKeToNQDb1rS0hkboJkgbQBaHQIFCkQaEgllkCyZaxnfXgXYhGBp8kkctcLuJlfzzkcnJtHbmHZkcTLiIQ7JOGGOzeGVGoOLa5OGzvNIG6iyfOOreVNguWGnYTZ/7+nuP5vqvHfmZ5eX0fcpEyl6KNZ8OYvYmoiHTZa0ozgOO+4oRvH2wVie9KmPTEM17ptIJVc8hBzx2FQRkLvhYGGoaBAWiuinh7kfl/L9JhEkAIgZo7ZyJvnPWNARetSVlCz2TdscWLDELI4Kr2GT501hWNd8XsjncL8owfFuUmisBg0VLcSBxFjsP9/z3ICa4NAUluCpo0C1DYRiQEMLGCt33B8V8VbtnDflFxcsM2VhzII3f922Pq78RZhyvOOuT4PkiMkWvjJGx9IDRkjQRmtguGFjxyGmBEuurWMJMxwgV4bQL0yhLo+BiQ0kL4lrOXLHqNN6hoo4Yc6+ytl9FfM47HkcLthtocnFh++jz+2GzpPbmFYXtJ/J42dsIgzn1DkHWMGVmRo2ed6bQC0uh3Q09AaYyKZKYNc52/iWLib9+79ij5ksiiqaGUTaZmni/2dR7CjtiGyxvEAQGp1vlaYG2ydMzQgkQSBBmSXQDP2DZoXem0AdCUPa/NGgHpPHjB0gPCrH9n3ADOUySPmfu3Y3JuY8Vde39DrQCdhwxCyOKoE8zOXTY9Lv4vEpJIwJM3AAXCSN82Qk5uMGYPrmfuJGynX364BV3uAG9tsF7UM7FiG0fg+866peMs0n56ZPHRK4mWY61DNa5Dt7GS7OdHCH7Q9CcA3xFpeB8o5YNVGyo006OootD4DyK8472N5CXU6CoAf6gTMfCRGADLXNYcyPCMJsmT/qRdewszRI0qFEp0ydsIi6jQIhxZcI5E6ozm9qXVjwOkZJUugW9fzeGRjQgeA7BKw4h0DW4pmMQ/v3TdT9KF031MTLW0iLfN0yQg2dwOu6w5vcBDvDvvO/KMH13MuNd36e++NMiqj29TkRwgBIRTJbR+ah8nr0Mo5YHkY0NNAsg5sXQQGbHmCl7bDMQ4A89+JRtiS+Ngw8KuxLaHaA7ubaq/VRXBsGEIWV9WVyKvih0RdR8IwoGXSSOgaeugSkCt7iFg2by7IK8U+BznL5iuoL27DWmkQjvBUaRA9Qzew1lOBMahZpAzwestYcQBDsl6H3qOwI7OhUxIvg6iu2+GX19CMVIJw4ZcYMneLHDsYGdPy64s2isNODylg/nt5GNpt64tvqpgE3VoGqQFY4Yc6WZ4RICdmQo2rxlhQJVqdMnbCImwIiy4sefLIPLpzvRnM3zmJbVc+RhqrqA4S1FIDDkJNkUadjoLUADpyw3Yw/pig1e3AbeeBsgFcHwGM9TGQyNxENUOs3EP7uxetCypFH36whFPFpCN0T1NuDm95FYnqGj9XlFJ/gu3JaiAo3n17U+F4mkpa9097e1B4YD9Wt+fUyRg7DlLW2kD0ftBr4+vjQO8Bro2D9GtIbDPHiq6LNuBJpBNz0PQhUOYpk1wHr09q/vICcqff9Xw35pZZtzw2DCED4qm6knWxt6u9O/6m6xg+fwW5xWXUhjJW3tgaAGN1ALg5DFw1J8sKANKzhp7briA9fB0AsCNvxqI++s00YLi8c0YS9Uu7kH3gLYvEMc8ag5uUsfBlfmEBy+PjQvVmkf5QJ4CbJCrS9bEhrPeLQZZDFDZHxC4CWh0kZqgy7yRiybwZjNA/Eiyqenr9O8Ue67epYhnIrHtUKGCRMUb4eMTMrnE1dOFjrxyCSnNxGzpp7IRFlCEsru5cIoHlHWMYmTNDWJXeYfA8GnR1GMn8ujH0HRP5JegNT0mymES6uJ6XZn/vgDkGB+fmHdW5gDO01gx89KhC9zSdPHbiScLL4c1lTS+Urnt6iYrSNRjBXjw8Dbi/w4mEBCEYXIKSSpoNwwOQMfNa6tacp+duB+WQcjI/isHbTaX+5UwNRo1TkZ3QkCZlpBNm2kOx/3ZuqoMFV59U62NOKDvmllm3PDYUIYsDwrLmk28CMPNttH6b8netju0fXbXImB2aNgBURz27W7qWQf3CJLb2ryK3Yx57B8xB/mGVL29A15y7WbunjBUHuFHdlsSW6yWky5rZASCTRnKtDoMCNJNWrlpsK+qatWAmqmsY+PCydb2krpnviNOiI2xitp/73S9HxA2Vqjq24ALAYH5FvKgC6K32odpb4RIzlHOWlwQJDXrfEvqqJlETJY0z5BaWkShX18NrrmfGJceabspr2Po5dtTYCYEo0yBEXlMjuU7KoYs2Subng40QtWhMJDI1DOZXcKOYRTK/ZhsP5u+tcChNgfSbRST5pZIlh1EcGTH161yttZqB0BCb6+XTTST0PyskeqkkyGoVSa3qmPN+fRXjaEYvVecXgRUf2b9DDCBfBD23H0ZN7IE3ahnsGjAnd/X2S1j5YK9zU08MkL4lwCZl2Lu2hEpmTHpNqkLSG6Xjy0bFLU/I/Lwqg+X1kc2qGQF4yBgAaNqQN9TQADWSmH/7bsy/NY25bBkP338SA9kyyis5z3dTveY5s/kKVop9jr/Zc8p4ocvc4jJyi8tc4Vg6vwicPCN8Fu0Crw0HTSXRP3cN443rnTl6xKoQtUAISlO7HAnoQUIOKg3X2fe0gX6pIZOFKgHTO5bMr1lGl2Hngfdw+cx98FZVEqxdnMD053+MK2XT9cWCWsb1QWc4w0iDroyikoVFyvzAGp6LGo877nuTEDA3orxPUWVaQldrh2UfFzsPvIcrb0+D6jaimNSw88B72DawzrTZeNDQA7IwCMrCoQSgJI1KZhTpPooMlrHlRgnbL6yPW7f+VOmBu7g5Q773LTHQM9/8SjPJ/NLcM9qXwTAnmVxGsONoRi88psy7T4iZ44UGmU7WgXwRuLENhjti4kJf//o4mZo6j+u9q/j43J0miUvXgfwi6EAJa8Wk5TXPFMsmIfOBaFNh3/CSutbRkZaNjluekAERhkKpz+NsGNDySg4/+sUXcOfed/DuzDQ0Wy5AIqlh+x0zyOWLuFrMW6SMF7pk4OWTbSSo5CXE0bdSxf1uHxuq+lPMO2YPV9qxy2ZUMVBsEDIv6pVe7NniJUzL5/Z7wxlIgFaGAKJGyPzQDlHWdkD1Pt1e2JFzF30r02CYBRcWiM5dI0jKJG3WuBgoYrS3jHfe+i1UVrPo61/B3ff+BhOTs7hwc8gxfixvGS/BmyRwMz+MrR/Ltac8+W+5LAqPHcLq2HZrQySC3Mv4FelvfcBtML5+EuLZePkR7OxswSGlA8AMfxJ4wp+qBEPkRc/PFlC8XZI+QhIg0JHc9qHp5byy15u+4kIqWTfHgX1N2AVs21XAlXIeN4omMdSLZoSFecprKXlze+v4nFSM0gN3Ye7+O9Yrrt2bYkqROzd7S6wVrUCXkElARoe5nzPv2M1czmoaTqAJF1we1rQefPzxbnzhU6/gtTceQXllAAMNz9n5rEA93RW6ZF6yjY5mGlz7HTNUjlhA9zvPOyYSdGTG1E60PsqWUFrx6iDksiXru3ZDfE0U0jBSLHoVGirh31tJJBbgh7bdOTdWZVojDJys15Etm8n2jJCT/kVQd4UkMbBr+h3L82WNiy1LmJicxZ19Be41uYnZNUGCt5FM4cqd+6Cn044WOnYZFF7+GwhB8Z69vg2iY/SmPgNKj0vDbJyNl4hgF6cmUDow6Ul5yL/7EfrnroW+fpkXvXdtzWpzxrsPaje/dVGOl7nRzmVLmNo1gw/evhe/PvUIctkSPvvAT7Fnh3NtYARdQw9SxSTW8oCuD4Gna2iHKBVjYXqPvOK6EaXwI+5dqOGWImRRGpKbuRyWd+ywEmUp0g03tAFv4i4f125uxVfu/iG+cvcP8XZ1Yv0PK+M4Xx7CDpeXzI4wpMyvAXm7oEKMRDtxounciivWt9Je5s7EZQFJjpji7tgtcZBfWGgopXs1p9zhyvTSFrz8o0dRWc1aC+1bM/c6PKWpZB2ffeCnuLOvgPcq45ahvnBzCCAUoM316XVcf2MuAPASD5enRJZ31+kIO/9Fids8uYD85QXoQwOobes1izoyrvdEDOvdkZRmkrFdBQdB55Gw5UtjePHUP0dpJYdctoQ77nkLE5OzAGCGtNN1oM7fyLEKS3cLHUbKhFXDhCh5muPwps4+98SLk//D9317WWoD/UqSFSKdw5XJcYyfPNPU9bP7d3vQcwvLyC0s48LhaW5VM7E3Mxa8v1y2hP/rj7+O1z58AH/9kz/EmmZ+p7SSxz++9jgOPnQKexqeUwBWjiFgrjupYtJJ/Oxo5LIxos5LxVCRRqF9GRSnJjb1pqxVuGUIWdT6KcWREU8bGyABJDWQZN1MzHcYTq8BHRu4bv3/Pb3mNbxdncCBrLkgny+vT3CV0GXge1A0UHF7RFSIkWgnDojzRuYfPegR/UUyiflHD3JzxEilBkIICo8dwuLhacd92hdbnsTB9V07Uc8m0V8pO7xj7nDl9SvjuPr2NPRGflBpJY+z5+/BZ/b/AmcuTePaza3YvmUZD9//Gu7eew7AuoF+5dwn8cFbv6VExmSJ/aWRrU7ldjYXWOGEHS5PiZ8oZ6eimfkfRv7EjUrvgMc7Rg3z/xkZcxOxuzJmNR3PGJ/51WHzS0Nmr8vs3lmsvD/lzGHl5DHxWuiI8t+A9lbPqXrF2Xdk71TmhZ85eiRWL+/QhY8xv3+3M3xJDaQSS5YKBxkvgF7Z5Qhbsk0ZAPztL79ovX/r2vU0Pnj7XkxMzlpj6Eo5b5IyAPqVIWhFfpTHPClBcm0Ne2zrrGOjtlozu3RwhKHdx+nKXkSDW4aQBdVPEYUrGeytSpx/SKL/0G+wI19E3/V+vPfGg56JBAC9qRq+9qn/iHt6buLttfUGsoyY2XG16LTqKlWXIjAvmZ+BcmgAAY6y86g9IqphD9lOPEivOXvjbHZM9jwMBYMtkji4mR9GImMayLV8o+rtxhBwPQU9XUd17yxWL+2wyBjDmtaDM5em8X8c/V881/puzWwc/c75Azjzq8MOL5oHifUdNyNj1UHikL6obevlK7enU15JAAbbgtuJZe8qGwbR/OeRbzdCt8ixn6syBI/n3Ehi7v39wJ1v486+At45fwA/Pv1plFZy2L5lGV/+xPfx8L7TQmP8zlu/hcf/s/8IALgCYHU1A/rxOKCbKRSUp9YOr1DsyNkLuHroADes1s7qOb9+iVzCKVjTheSOkNjFTRn5ZW3UErqGjOZslZbYdgO9/TWsXZxAvdKLvv4VPPbgq9am7NrNrdxjl1ZylhcdMFMirpTzMK4PAvbCHwHsdozXYgu6bubZyTrAoCt7ERU2BCGLwkPTrCGxV1gCEhHWVN3634/emeaSsQTR8czn/z2O7H8dAHBPj2nE3cTs3Io5yWShSztu5nK4umcEWia9nstwhR+i9PN0yBbCODwizYQ9eL8tTk0Ivs2H6Hkwbxrg3D3yYO81WTcaIqBsQaz3YPXDPaAC6QPRgntX5mO8W9uJH5/+tJyMwUCaLnkcsUyPiumQZa5XhcrtUvHIxjzptLJ3Vc+XTJ7AzyCLNPK2FLwFF3bpEwcM/lyqV0zvwzvnD+Dln/+utV5cu7kNf/OTP8Cu1BquC8ZGZdX5HhLbbgDbbkAv9iBZTEK/fju/Vy41vaRb3zU1W/OXF7C6PYcbe3d2VPWcx4Ptlr4RjFdtoN9jM9ztwNyIW9w0t7BsdW2w9Ald3+kdXcLU1Hmux3T7lmVcu7kNbmzfsu7pZLmmAEDmRzmFP14k6+v2irdRQzKJRKWGxGq1IdALINFZxH0zoeMJWVShxqgNSX5hAdd37HA2hCUGMDJv/bO8wl+cKU1YZMwORsz+6p1P4+9/+Xu4dnMrevtXkZ+6AGTFUhiAGRK5mRuzwqiOBsIcUiYjqD5ij9LfB0VQsq36/cXD0+KeoxWvZ0N0P0ZvD0oP3AUA3io693Fpoyl8HtB0r0eE6ikQYoByQo72hdWNuzIfo8SRR2kcFUjWQXqvId2QvGDeMR4ZAyBU6peBzZMYq+rwcul58njuqUDlwqqeb7/wl8wg52cu48adu1GZGHWQgeLtO9B/reTJveFKnyQ0wPCSIyZj8OPTn/Zs3qpaBt/4+e9jdOA65srbPb9lRR8AHEndDCmyhLox6m2hkyCY378biXLVuvbxMzPov1YKJX0RZ0qDfbPFlb7hIFFd89iM0oFJ5M7NWrqGvLWhk708X/7E9/E3P/kDVDX7vKU4eJtJmN1eMmHhjw3EMDA4N2/1PRVt1IzeHtzx/D8AgCcvFwCg60Libh8bk8dOzAJ4Jupm85sJHU/IomjVUJyagJ5KKuun+IUrAWBLqYT6lgRWtgybnpGEBuQXgEFzYdw7sIQ5gc7YqC13zI2X3j+Ef/+TL1sTr7qaRfXtu5BI6TDqaZCeNWBoAWYPgHWsbBn25LRZicccQiYjqCoLU7M7osljJ54E8Jd47BA3HMrzeM09cp9D5iJMzggotUR/7ZCFNBam95g/lbntDQO9a+seE1EirUnGKOyurJ7UGr78ie+Ljw3xDjmRqYEceB/kUh9QFZMxO0bePO9LLu2wz5NO0yhT9Xz7hr8kxypOTTjJWAM0mcD8wSklgVXSt+TJISNJDXff+xsAEBLuufI25DI3wRszLL/I7hmxI50oI1UBVxSUJvlFCbx2OTLEWeThJugq6xKpa6CCFkork+NWr9ZO8vKq4OF9p7G0sAt/9/ZvY30cEPzsg8PIDhWt0CYbC+m+KuoVcTQFlKL/+rIlGgyIN2qe5+LeMnG2UMWpifUen+tjbzeAb08eO4EuKeOj4wlZs6FGnugoKEWiuobRnzVXXdNXLVtCnNWtBDfHDRi2v9++6zzeev8g3AvpPzv0kvCY3/z577t2QQBoEkbdNJ50LQMUdsLIF5DoX9ecsofL7BCF12SeDpHitft7YT0iDTL2bQD9Kjkg3Hco+T4gJliJ6powLFWwkUM7pMnblCKha9hSXHRIHIg8Is6YIkU2s4I/fuTv8fTdr1mfvvT+Q/jGz38f8+Vt2NbIJfryJ77vSOwGTIPed/slVAFLsV2UyM+8Y8mlMvJYlzvQ+r06bgAAwwDrHegmXJ2kUabq+XYTySD5UjJvqy7w2Lg7NfRVy6hkYfaj1NNIZGrYeeA9S9oiJ5A+AYBSze5pp9jSu4JP7HkDr73xMK79dCv6+lcwdMcMkHde/1oe6EEZ0PiioFE0F29lkYdw0+Qaq6LcUWYzouzQ0EqcnPUKSK9pPXjtjYcBwMo/7OtfwcDwPK5fmRBrmxGCam4AuDpnfeTXUg0QtJ9KJR1rsGy9BtAP4FkAXULGQccTsmZDjaJy50Rdk4fGdg07qk22X5pDbpEfVqpu9S7WVy/ehndnpuE2wA/f8To+ue8NZ75YI1QJAPNlrxfEA5oAyiOAjZAldA1GymscRInHfp4Obl9JICqPyLMwJyYXbrLtF0LlkXPRojv6M75eTn7msumB41UUSXKrkvU6hhc+8uiO8TwinAOjN72Gh/edxrtrvbirp4qX3n8If/FPf2yR8ms3t+Gvf/KH+JPP/Ac8/qkfWItuuq+Knt2X0Tu6hKotTMWqK1f7BrAyMAR957r+FMsZAta9IbzFk9Q1jL16uiNIl184LIhxdRdwqBrkqEJZyUwZ2sgNSwLFrrr/2Qd+6sghM+H0ijWuFJQCP/vgsPXdyuoWXHl7Gv37LmBwdAk3AEuHCjBD6bxehu61gde1wQ+tLPIYPnUWhc896CQEmo7xH/3aMSb8WigF9fJGEZIVdfDg4cLNIa4gtMg2XLu51TF2KqtbUP24Fz2jC1hb2t7QOPOuYe7CNE9LtdUahl97UykX0/65QsqLtAvDrYyOJ2TN7mbCLBjFXcNOWYNsLxbuMJPEM1RMBHuWE6gOmv//wdn7OEnYBG9dugvA3zs+tZOzbYLQlAd6Cj3LCUuDLHtz0ZFDBvDF/uw6ZCJPRwvCUtIJ6Sbbfos7j5yHuYexk2/6hrXsILqOwbl5LudKZsrQse4RafzC8z17Mv+7a734BsdDuqb14G9/+UX811/+v3H33nN4rzKOCzeHLHVupszNUEsNoNI/auU3Mv0pe84QQ9h3zTNSUUMlfzTM9Qf9jSz/jNTq3M8BkxSX+4dBtRQI0YDaEtYbHjlx995z2JFext/+8ou4dnMrxgauY05ggFdqWbjHEtVTWLs4gd5RryE3exk6c8miai7eyiKP1bHt3mbgnL2SqoyOan5clHJJfrhSzjs7edggyiVMEMOTf0j1FLTrW5G8+xz0tw8Aujc/zJ7Qz8C09FgBk6cKWdISimmRKZDxS35fuFXR8YTME2qgFLThIrX/XbSLCbNgzB+c8soCJJO4dvsO7Lgwo3Td1VX+oBRV0zFh2Id+6xR++PPHfCrqACTXc4N6lyl6r99A+qaB0pBalaUfYg5LCdui8Mi21CBKyHmoe7A1ODdPwFl8KEVqtYahi1eRW1hu7H5THi8ZHbkBlA2gOCxU4rYn87/24QNCI3zt5laHLALzkKHXrNxi3hAAqPYMOYtNwM8ZCguRkZo8duLJKHNDVPNHw7znIL8ZPnXWm8gMAIaHSAAVAAAgAElEQVSB8TfN9cBegZus15GuraCazVvvgSINrIya4yHP90Q9vO80Ht532vr3v37+L1zhyv+fvbcPkuO87/y+z0zPy+5iZ3YXi30BsMASWL6ABA2cCMKQRMoWJTrkUWfnjmU5kZk6MxepwthVTl1VyihWyqlSpRhW8pdTd6cLdTHPF4qJ7+Jz2TFMxoyKskiJMEXQoAgRfFmCCy6A2ZfB7s4sdmdmp7uf/NHTPf3yPE8/3fMK4PlU2SJmZ7p7Znr6+fbv5fsTY3ds2jhpbGxiYAuoaeMwkxq02g52XVnFytFDuHbyiHOtyMWIkHWyycNNaW4mOPYIAJJJ5vkAoFlzCkuAxqEdNcw2N0Zy2JiatCa7UB2aWQQgP+rs9770557oOWCVwOzonCkNtYw1uGN0FShOw3PnaJoY2gx+36WZCSwfn7NS8SyrI8F8TvszCWmg2QbwrOh93s70XJDJhINZaTR/8Sjvb1EjbKW5GW5diJ5pPl4dY+fmExsakLcGhOvVYFHl8NCm15Xfx5HDHwEA/t83H+O3LRMTGF4BfNnI3ZdWsfvSKnOweJ/xLOwaMhtBXR/PdqAddYA2vFpDHne+cpZpcWAP9AUAbOaEXkBaso4vf8GqHbPNP3kjTgYyFfz1Tx5zhHq9MoD6x4dB9l8BktvOvtMlYHuIX0/44Te+hASxap9YdgAyEQDeIoU21oaU5mb6xvPM/hycImVYkbHp9+adaII7om6k01Y6KLB4JYD1PcB+ayFcuzKNjz9+GH/emNjwqw/8GL957//nPNvkdQmDgjLOk9RA1fnvZH7HEznN6JvIF63rQt0cxPVD+5oR1KEsCifuwdZA2ulClI2UdqvJQ1THxz0fXBYZ5kAmVmSrXYayN0ZyWNu/rznZhaRQp5MgNcCOmm6UhjxD5v0cvON9/M6v/KkTRbW96qx/sxt+AADDZZBKAtgaB4UGYurI7hQxWPENmPcZRruhKQ1LDx0Tii1RjV6DIoDfj3rTRgy+yfWtRk8FWZRwcFjxKO9vcy+94rxe5oIh+uFrgvSEn913zWP1F0dgukxArQX4TQBwPMaYTJVx/4NnceHcSc/rLYsDHZhcQgJbQC2aKWy/jE1aeP6Jl2dPnwGA50DpQZmZiYnqjuUkP5DxfIeluRmp0Slh8GoNWbDSVFY3oy9Ktr6HI8aoMzD6vsMX8UFtH9P80yat7YBSBKOmZhK0MA3s/9TzMK+eEISAZtOwYwV6bogZdQiLAAgEUVtqQ+zrAvd32KVuOP/Nolv8uyc38GZBMml8h9Xlcax9cgjUNbHhr3/yGAA4ouxGlb3wURBoybrnfCBJHVN3fwT7k/GnsYGmSfD63mlGBDXhORfsa/H21O6ASAOC11P7OtspRCKcdT60K7IlYyjr+YxcsyzdrO+dZk52sQyDG95x+aYz2eLCLH74/q8HTILdUVTbNPrL9Z94btYa7xZmLQP84giQX0UyswlkNi1hkwTSjY8szDDaDR3IWMOeOGlLe1zd6qmj1nZczRZ6bui3VWdlOD0VZFF+NHHulu2/RUlPiOwScsVguodV0L9VGsDeA1b3Smn+EKrbg8gObuOuo+8BU2WxGENjZNLYNvbcdxHXP56DXs1Cy1aR2H8NqT1rlg9ZY3zSTmIYN8bHYU5q0Gp17P7sGsb6P0Jmtz2/zPOd8ot1cyADUtcx/drb3G4ee/bi8sPHI0fORN+75+JjNNNUfmxRBhDUzWGA8tPOdz3yBmZ2FfFhZRr3DBS4qWyA4ujh9/HuR19g/5mRCt1VWsXm6BRjAWAQNeoAq1OVNT8UbaoNERUFd6sbLsrNYqRuxaQl5iufHXDEmLMdI4UfnfuKY2HAszqxo2mvvfNVVLaHkBqoYurujzC2v4DtzWanpjuNDTStUEx/6tWGIcz9Is3pYJSwnmknXGFEKfN8aFd0NcwuJfAZNfwfzeGs49Bfnhjlf+amBq2UbKSXLfzj1ezGnmv1UefccJPcu4HjD57FL37+D1xmwY3vsp4Grk9D312AZm55Rqr5p3hwDaNtfIPZ/f82smlv0wUhzu/1rXe/q8SYBD0VZFF+NGG1YO0qLOXth9QN7CqLhY6uD8NcHgeuaZifvxOpA1dw8CtvOX+vwDufMozc3mXk9lpGs/b4pK3SABIbVkG/rg9DT7qLt9NYuWsGyfJ27NqxMLpl9Ccj1nlRrTjpCdEFn1RqVmRuu4ZdhWKz9qbRvWg7cNvUtOGGISdb7NipBLub6sPKtMD2gGD+yhwGBrdQ2d4V/HOyDq2UBFkfRsUYx/aQhmS6jsG1ddR27bIusoIuURGslExpbsYZL+XBMIBksi21IUIPuS51f4aNWpq4eNmJgnBnQQYiCaZVzwOrvoeF24/sy18IRj60ZB133f9zJPdu4K5H3nAev7KZ94gxHpk1HdgX+rQm/nOHcS512uUe4Jct5N//lLnfdjUbyNilBISslkTx4F5HkBUP7eP/BhNBn8Clj+5mjlezxbptAOumPn4Ddz3yBj744a8G/ceolSrXD5QdkW4LM1uUAYLpMywIcSJg9v9RRqkPTWkofP3BtteX3qr0RJDZizoP1o8mrBYsTicmq36NuR/DwMSnV4Tb2t41DL3etDmgOxnsXJrFZQCpPZYR7N48PxHun1fJwu/Qb+ywi7eXj881PaYai0I7XPAZdVYdM/qTEeuiu92wRcL/XlMbm+wLbiIBpDRMv/Y2SH44MFR8+e6DGLt6zWOwWNPGg+7oDiYG7vjc6aayRdld9/8c75x9CKwasvJWDul0DQEbBGIt8EZlGJQ2hbmRTmN7bBSTHy5geW6GeaH0fliMFARnpBDThwhWGvez//XX23IOiBbTbllxhI1acqZgLK5g4sKlgNEuMQwMrm+gMpKDmWx0WQ4VQYet8ySRqcGsBUXcwOCWs+DakY+P3/8llLdyyA2Vcdf9P8fM7IJjBHvFJ8LcTv0Au/aGGAao1t5Lv11T1amu26i1au30GrMzLDxDWRb6YAaXHrwvJHpKkaLFgK+qvznDpryV84gxlhkw77UIaxIDMLK0jOsz++Vv4GwxFoZ1XbrpDWEJIX8M4BsAViilRxuPjQH4UwCzABYAfJNSuk4IIQD+CMA/hNXI8DuU0nfD9tF1QTZ7+sy3iCAELPIQAsQ/yKgjeFgpianXz2Hq9XPNbTVqAoZqVlSjNs7+gek6e3jwzsIMdtJWBOUa92jEuIWYHR0D+G7wRjoFZLzz3sJSCzIpGk4qqSNGfzJ3uGHjcETO6/73yr37hatWMZlkdt+WJiYcQbY9MMw16QUAJE1UsxVk4VtMx28glaqhXmdfUHd23I9TIGEAY8vQzC0YW3cgMKYpkUDx0D7YcwG4UIqBxWXUR4aZn4Ff2PI+U8pOYcaiH4w7Q0ctac2uVTtSZt8EkboOAmBr9xgSho6B2pI1SDoD6LDqu8jkMnBlv8e4kyR1jN8171loD80uYGZ2wbNvlhhzCzF//ZhflE1+/DmW7pn13syZpiXM3ak1gcUBC/vz6lTXbZTSk040GzC7bQWfETNq6sY0MLS9iZ0EACShI40N8MV6aqDKFGH2eVBdFmRfEjq0UtM4Ol0KTvPYfWkFa1NT4Tdw8bgVDGH/LYB/AeDfuR47DeCHlNLnCSGnG//+AwCPA7iz8X+/DOB7jf8V0osI2XNMMUZp6I9G9IP0/y2s2FuUEpt76ZVm8W5jjJJ/uLhNdp1adWSmxm6Q01NIbGgwR3SPsAobFM4iseE63vIw/9sLERasz1AmRdjpYm43MotyWH2HyHldtoDfRlir2Ki9uDGSw+ZocEyNByMJo5RmulFN3fchrrx/1FdbxDYHBTGhmVtWVyVln3uhNSGA5dg9PY6p18+FOpyLBra3s9C+H8YzSY1ackU/3P5NhQfuhtkQ7qaWQiU5iZQJpEubAKx6IZrcBtl/xWrKqFvO/QN3fI7t/Da2XV5UrAUYaC7CIiHGg2cACng/87CB3B4YQh49XoA7Yt0TGBvUeEBUX8WAmCaG11eQrbh/35YoI5PLwOKMtyEoYSB9cDEQEbXZKA3B+HQW7EXIisSlSuFzbifnF4Odlrz3w7o0ibmpDWEppT8mhMz6Hv4NAL/a+O8/AfAjWILsNwD8O0opBXCWEDJCCJmmlBYgoBeCjPultKtTRybaE7XoU1stQ9+TQ6ZYQ208g+ya4bG+INAtryE/REd6PYEd30e9BbEY84gvF3Z0zEqLsT2yRBeDqO/b/bggahC7mJs3UFpmUQ74DUnMKQXi2SYIaxVrO8isVXH1rrnwQvrGnaqO5uK54frfwTsvofLZAZi1TONOmRN5MlKOzUU1y5nSULO6tsIGidvCOywqye1Adgqr2+c71evxTFKjlhhTMNgdlwnoxjiGNm2bgUbKO7+N5H3NIu0qgGrD+oC18NoizS/G/ELMX8wPNBdg5/25InuA5dLvF9yDS9cxuHSdNZNQNnp2Uy/AfpjpetbvXfS5UMqoPbUagSyS0PPbIDOLjlhHqg4yXUA1W/FM5QjA8ToErLmmMtYRox98bol115D5oYUCSvfdERgonv/FZ0HBbhjW+2dfB29FQ9hJW2RRSguEkInG4/sAuC9gVxqP9Z0gY5qCtvMOWybaI1v0SZdXUX7g3ubdZK2OXHHFU+CfXafY2V1EVfO6YYOayNaLQLYppABgZ9TkCi4e9uttZ/5qOt5Xx/ucZT4PTtSgY0Z/MouyexxOO5zXWXhqFR854a0V0g2MX7oKQCIiRU3XnWoSlewwaGUchqlZ3Xejq9gaLiN55CMk0VhoPz/MdNkm0J20gzkQ7KokhnVcic2q1CBxfXgQ06+9LYxKioRsP4xZajdho5ZYTve8miFKrNfai+JOHgFhbtse+OvAAAREGkuMuYUYa/HNMAbNA00xxivhmHzjvNeDrdHkIsEttQC3y//ukOtGsTaW9XRnW1iizG1nQyERAeXMzyXwfu/+6Jgf1pD5waXrzOsr63GAMXrv5jCEHSeEvOP69wuU0hdibosdqgyhF4LsWVLXf9DJ+hCZaI9snUppbgZLJ+4BTTY7Gdf27gUA7ForO1Gy3PUysNuKXFFoINCR0YtIm5ueaSk7I0FxZuN+nIUtxrLrFDfG2VGR5E4dJqPWiff+bGTHjQDOrDgK64LbkS7LKESdNSeTjuLN7iT5YU+qZ+LCJeyqNNzyazvsaBSlINQyY8zoVpSkpg2DGq5Zl0YaKE6DVBIgJes5GgAje50xE9NEtlp0LqyjV9eR2jIcF3DW7EpPkwfj7tVdMM/7LDs9Jmf29JlvaW3wlGs3rM9laKGAlSMHPU73+cUVbsdlsl5HdoOiOkJ8YsmOlhnMBVck0uzni4RYWFTEnl/Ju4ldeugYkNK8f0tpIusTANa1g6a0fl+AIxHpRo4TQSR1rwjKrFW5ooyFUbNu4mBqQEIHGShaHmMACC2ijuC1QiPiCQx2ujJZtLbDmmkqGrMn8vS0fy96bujbvV4nJChSSk9EfM2ynYokhEwDsMPOVwC4Q877IVFG3nVBtvD8Ey9/8Qt/+IM49SGyC6/MwiFbp7L88HFHjDkkEtiYmMKuchnZNcs/pjqWtEQZwjzAGO7dErjFWCU7bG3H96MnuoHJ85ZHVtQuS9nPIz+/iLfe/W48H4UOEGfWXCAdBQTSnW57BU89IsP40XbsH790Fct3HwR1h/ZNE7n1JY8rdnWEWOONAt+95aZNtgGdNoV9AiVQ7HL+na0WHdd1d0Hu7kvNY7IvrkAzPcWKhNjv1xbeogssz3pgaEEYhZdi9vSZbwH4vr8w3D6mXuP+XALnXMN7CgC343JkaRmbg+PYGmr4iulAgmwgW1p1omVubF+qsKiI/TpZIWYvvn6EzRqs+rC6bosu1x+8NzE3m/dUnEH2TCgFMUzmTXGCMf3DL8pqWg6G0fz9a6SIVGITdbPRTW1fN8wU6NYkyLaVkkRiE9qWNTqNEi1wEwgEU9edwv17ebX8Yt+sFx3gLwH8UwDPN/73L1yP/x4h5P+CVcxfCqsfA3pkexGnPiTKwisb/ZI5DjtMH3g8lXTqyQAEasp4ZNebP4jqKHGElgy2GPMPEQelzVEuDf8xtw+ZrEN/r+t24hDXkdu/wPIuxKLF1xZlyeImjPFhj++QnkkjWa9jaDM4oiS7QbHBGW9EqYY6baa+KVKgNI+BmuVHV02Po5KZQm1qHKPXlpBbC5oVu8UY630D8Qrm8/OL2J7a7XX3JwSl+w+jdP/hVn3pnoN7lBa6428VB+Y51+i6vPOVswDgiaKOX76G7dwQtnaPecSNSUdQrwBpeH+fLIFm4zYQZYkxvxBjLcCsSEjUND4dyIBUakjoBsxsuucRzahRctbrow6yJ5UaaCYV6LrMv/+p9RthYKRTzvXCjS2Ub4xMoJJ22Schhbo5Ca0C6IwZtYC/PnETGX0TNW24ea3QxrGrtOq5DvmL+f3XjFY/z1sRQsj/CauAf5wQcgXA/wBLiP17Qsg/g5Ux+s3G0/8aluXFPKx07dMy++iJ7UWctESUhbebXVp+UeYmTKC5xRkQdP33/z27ZuD63HiwcJwQJA2zY2aw/Uw7HLnDwu68xdcdJXOLstzKOsoTo1id24/y2DS26uMYWVr2eJUJzTn9HmYkgWpqDyhJOBdkU0thbd9epG7UHSEowr34tiK8t2anRWahrfjSMQvAuz23UgbuOdeoH/MXzAPA0j/5FebnVk+NYKhk/W7tGais6Jb9N79Qc9sYuHELMXetUHliFMWGP5b7urjn7AWvyzoA6AYSdZ2dmiQEdDAL+KZnuHks9zTtRnQkTpTcD299WX74uHBMFE+4bB3ez0xdsxpBPO9lYiIoukjCKoUhnJs4onm+7+2BYVQGJz3XivLoFACrvMGP+5xIVHdgJgjAGS5+O4sySul/zvnT1xjPpQB+N+o+uirIWklLRF142xXtIZWadeHxP16rezovgaBHmV+giaiOJQMCjLUtI8UZfM4rJm7T/MpuOfRHpdN1TWGLrxv7LrM0M+FpHTfSaazttxSYR5RFgCaSwdRRMonioX0eQcaKjrFqQmTxLzgSAimu31DHm33aBtcGQJAOEsgSdm2ZhUiksR7nCTEAqGkDHv8xPTdkiTDeMRJg+JNFofVFP0Qx2zG3kndem9m0I0h5UTPWPvb85D1mA5DdCMKKkgH8xiAzqXGd9JP1uue7Xr2HEUlLJLA1PI5RNK8VmbWqNVDcVWbBqwvsh+/5dqDbEbLYaYlOL7w8pt58L3jn6JpnaIsywBstiwpPvN3I5VCamIAxmYJWqyNRN2AyOizD7rxaoZsO/VHptIko97wTfN4s6wOaSKA0MeHUeXEbACKiZ9K4dOoo9EyaWd/WqhjzRx6EoqNJHLuDZwF8H67rQ7fNYKXh2RqE2B3w/t4s6G5iD6nnCTH3TEJALMTstNTnX7oruFBrSSw9dAxJ3fCm3gAgmcTW7LTHKJv1Hvxipts3b3Gj5O7j5H4/IUbJPJwszZePeRqAWFF1N7zrQrJex8jSMtb27/N2U5smRpascgb7e+bdtBupVKCGsHhon7fmVUA/RqtvNbotyGKnJXrl3s1Nf242T2ytMcx77d6DuH7HXuiZlDPoO7cank7yY4u665OT2Bpr1p3o2TRgmFbBqKvRwH3n1Qm66dAflU6np3nn3dCnV/DJ46eYF1tetNJ998trALB24FsYTBNEN7gO2vYFnFXf1gpcA91wD6rIdgcLzz/x8uzpM9DKWz/o97oVnkhPVHe458TIpWvYOOybaUgpcldXcGMkh40Jq0PWqTvcYNcB+oWajBADrMWfG+UayIBtgGBdm8NGB7lvintx8xbnZj1wnKzzmnOeywoT/7Vp5egh63HBb5N1XbCbQuzout1NnazXsWf+SqBkgSfqtO0abgwMeOobpcyj7dc3Pk+Z+rJ+zaj0O90WZLHTEr1072aFpSmaLv4AUNq/Byt3zrjmHFqDvgFEFmWZYg3lPaMeMeaQTADVHWhV03vh72D9WDcd+uPQanpadIHhWR640zh+IcSzPiC1ejOaVdvBcKGI7fER6Jm0VaujaUCC0SqvG5aDtl/AAcE7eFd9WyvRMUC88GjlLWaHKlrwG1p4/omXH8s9/YM4r+0WznB1xuJtZtMw7Zsn3zkx3eh+3ji011n8Ry5dw+D1Mgon7na+VyOdxuboFFJbhnc+6ph1rrGK9MOEmAxxfQj9N8W9uHmLc7POvdloDMzWNrdhaElmuYpsVobVEHTt5BEsH5/D5Pl55BdXAlEyf2OQbWFjP55Zq3q6qVmMX7oacNsnuoFdhaJ3Fu9QVjbi7XyeMvV6/ZxR6Xe6LchC0xJhi2M/3THT5VVHlDHTVMkkrh+YwtgHlyNv+/oDR/gjkDIp3Pkffxz9gGPSCYd+Nzy3fptOdvzIdle59zf/1OPCQn+W9QFMEzSTgu5EOzPYnB7H5EfWubF890GmGAOsNIntoH3twXt4LtgO+mCmZTEGiBdpu7DZk/Yh5DJu4TthlmUIc3SO/Sdf88f0+XlHmNl88vipgMj2p7eblghiREKMrhS53mGJ6o5Q1Li/47DOyl7cvMW5WRcNj7/ne38GgP1984ReaW4maJ6rJQGG6DMyaY9Yd39X7sYgGcoTox7xNvHep023fZ9fInuKREjEm1IkqjuYfOO8EyUNq9fr54xKv9NVQdZIS3wJpvm79omQu7jAtxi4Cbo7bFHGTVNxHg9D9LpO1oux2HP2Agq/9svb8Nb/dcV5udPnRFhBMEsMynTZAU3rg+RO3Rr4zirKP7jX+W8epFZ3tnvt5JHQ99Su80PWLNjlNzTblh1z6HUrfqwZqCG/f5n0Nss7rDaWRXHvlGWlAQAUyF1bwb6zFz3PcwvzyTfOB4djGwYm3zhvvRXdcBZsUqlh6k1rvqX7HAjrrOz0zRuPKDfrsjNZZYVeaW4m8LnSQXH0idWpDcCbUvRFx/z4C/L1bMYj9PzbFl077Ih3oroDSinoQCaS4HY/3u8ZlX6mF12WTzt3+ISgfGQWg0vXkZ9fbEu3TCcIWwjo8io3TRV3ceRtD5SG1ou1q7MSaJr6Nb6752D9qLrm0N/pc0J0geGJQV7nrba5DbpSBJnwDoQ2Uhp34ZYR7O7AGfe8aEB0wxkUDUQXMf7n5y4uYGt2uud+RP1wsxZrBmrI71903eClG43xYayPjXt9zQhQ3jeBxPE6ps/Pc93WgaDAABijbhr/HfX318ubN1nCZ7I2kRF6q6eOBhsigMhi3R5M3yx7yWD5roNIbFaZdWfFB+8LRlc5Qg+Qi3jzsK8LPNxCtlei/Fagr7os2+Ep1U48YWifJ8v21G7PQjX06RWU772D2+YcFWbai1KMfHqVWy8mI8SiLNBuD6GG+Op6uLnT54ToIsVbjBK6Afhcyt2Ro43cAJa+cJe3YJi3/8aCLRJZhquYn3de2P9LkwnPhTOKiGGJnvKRWc/Ugl7RDzdrcWaghv3+mc7+IdeNZHET5a/sYfqabRzai6m/Oct9LUtg8NJQSw8d486sZP3+en3zJku7Z7LGvRb5b+CYZS8CgSWblbHFedzGOGaq3oV/G92eeXwr0Vddlr2ytmAhOglpSvO4ldsLV+6Dz5oiLaTYvrR/TyDH736u/d+i53iOSVKMyS7Q/TLuotPnhOgiVXj0JPM1ZjaN6dfe5gpbTg1FEFe0UzQA3B1l8adDte2adTPgbjKwI3m6EUnE9IPo4dEPN2vMhUY3LP8un1u7nfLLzS8CvoipG9b36bdH8FOamYhnvcEhytgkG//vrx9u3kTIWFzEvaZEFeqAV8TYgilq2YtMVsZvCA1Eb4zjXs8oZW7Ds58+mnl8M9BXXZa9srZgEbqoMvxptmanA6FfVhVBaW4GS75uFyf37xNl7eyelF1w+0WMAZ0/J0QXqcYFJfAaexA370ImJRLsaKdr4S0cm7NGsfjmk/qjJblzHyB37gPn37wIB0/gRRU3/eA/1I2btbDosSjlJyxpYKSx3bDqfbjH2EhriYqwo1Cam5H24HIe9v3++ul6wULG4qKVa8qesxeCtXkA20YD4AqhqJ6Hougqr6knTmOc6PfPS3Xa+3m1/KLcsGYFgD7osnQPJxYtju0q6JXdTpxFiPUa1v5WTx1lh6aPHPQstO1GZsHtt4trlLs61mct81qu23ZMMci9Y3a11E9cvOxZhO1FuTQzEYiW5M59wBT2NlHPVZ6I6acItZ9OC3PZ6DHvXJE9H/3PEwk1FitHDnKFNihF3ifeZea0Mrt2BdMI7BR2v10reMhYXPg/lyhrjf03f5dlbv5KpPpLZgSWUgx9eoUpsHKNx1jXi3Yh2wChaA+96bKk9Hfdw4ndhf2sC167CnqjbEcYhpYMefP2FzVy0S7CFtx+vcC6zwn7Yll49GRAsPs/68IjJzzpJPsx+8IZdpEURUTmBfNYeeLBX4tliyz3opxfXIl8QeWeqxEjAf0UofbTaR/CdqdrZa81rIWWJdKctBbvGtEYaj395nnpY+BmAUwTiVqdaZFhR4c7fa1w6tCeeTJWM4r7+TIWF+7txFlruJEn1/cRRn5+EdtTuz3lMP710Y8/Wt5uojRAKFqnF12W/3XUcRTtulhG2Q7vbsW+8/HPd2MtXLz92Xdmfjp9xyFacHspxmQHzosulszFhSV8tSRMrSnQwi62/gutrG+ZfUwy4qFVzzCn3o1X79NoaY8rQMN+Y/ZiOHv6jImY9SIyC3A7fQhlZ3TGvUlq5ZolOh9EN1XTvsU/7BhEQmX4k0WvMED3rhX2zGMAgyAkVjOK5/kRZo/2uo5ya3ZaelxTN2xgWmmAaNd5Qgz+CLFbja4JMtePjBkeEn3x7bpYRtlO2OI0uHQ99McguuARQZdeJ7B/vFRLekL1em7ot99697s9K7aMMnBedLGMu3DSlIbC1x8MRNwAQbpZ4m5QocQAACAASURBVILtP3/szsdOXNTz84tW1I8T0QhrafdvK0okwje1gCCGK3fUBbhVIs3opBQfSkZp3NvvVD2eTBTTU8AuOAaeuCOVGspHZgP1TzSl/cu33v3u77X0BuSINPM49DcZoQGi13WUsvvvlg1MP5cx3Ip0M0IW+JF5DkTwBbdyUkTprmEtwGFFiyJEx20v7t3wd2IVtZK6Dj039Nt90PkiffEVXazidDo5NGpo3Bc1gG0ZIZtu7rZv1uQb5zuebmS9J38UpUFUV+5IC3BcfFMFvH/kzTJknBu8YyrNzTStIiS7E+Mcv/+milUXJmpICmuiIoRY46HcWO/nGwC6IcgizTyOKzxZ30WrAqTVqJXs/pcfPi4dyWvlmKKWMagZlq3RTUEmcund1nND3wbAnGPXNv8UQU1NJxZQ0XG3M/0SBjd12h+jLNgXX6td2rOqhQlcKUuCEOyLmv3f/r/JpptlImntTDl0usbK3nYEp/oortyRFuA4yAgVwDWj0yXGbEQisTQ3Y9Us8gru0ZpA5t1U+b/jsO5w9zHwzhme3Qu657TO7MYHIZdZ0yAaC39buvdbqaNsxxoiGwG1mwf8RL0xjNtZLJM6hpphGZluCjL2jwwwAHx74fknXobgS/ObDU69fu5gLP8UTneNzIyuqHRjkZShz0dZ8M6Lz/0XX09qq8m2nhv69lvvfvflgCGllrSNCJ8DcIBsVwnNpEIFmlAISKabw+7aO3ED0GmRzxLJAqK4ckdagAFANPuUhYw3nDu9++EzTzKfw/telx46JhRj7u7EOMimykVF//b15613vyv4Dr/JFTjontN6sBtfbCzKfL6eG/r2q+UXXwaC6wdNac/ySjW++IU/pHGu2e2oP5NZM7iF9oh2YwjIGUfLXlc4vzE1wzIC3RRkvB/Zt2XUc8Bs8PknQnfYKDIOnrmM7ppO1A6wixq/GXt7cemDC6wI6Ytvo0sX4LiACwwpncd8F2YTrJpGa0g2wBEJNKU9a29DK2+RSJ5CjQtmp4qHO1lwLTiP/EItqit31AU48vuc/YO/Ego4v6iOmrriOdq7X9fK9xp2fXK55C+Ac97O/6tvzkpefyJ/H+0k7Hce5/lRzGqDgjX8M3ss9zRt1xoSJoBEojvKjWG7r0F9fuN/U0BoRCPBVuj2SA3BAnJ54fknZuM+92aDF1mCpBjuNL0atSL6XBr/HfszC/vMuTcLAF14/om+NFMUvKcXYdUXxf7+On0OCH7fAHDZv7+ov5nZ02dEF9KWf2uy16d2/db7ffxRP9KtNUSwn+LC80/skT0mWN9t265BnXr/gxMz9K5v/vO4L5fmvX/5z89RSk90fEcCuu5Dhu6GLqPc6fX0rrCTRL3j7Da9GrUS9rm08plJfObcVG3c99NpQt5TS8XeXTgHIkXoY/xmigBYLq8mbx8Rkbo+teu33o/jj24CurWG8Pbz+xGP6Tm09xp0y66h3aKrEbJeEOVOT90VKrpFv0ctb0U6+ftubPtFAO5q6x0AT7d5H+r61Md06ztqx7rWiWtQJ97/7RQhu+UFmULRr6gF9tZCfZ+Km42b4ZxVgkyhUCgUCoWix9xOgqwvi4cVCoVCoVAobieUIFMoFAqFQqHoMUqQKRQKhUKhUPQYJcgUCoVCoVAoeowSZAqFQqFQKBQ9pqvGsAqFQjE+Pk5nZ2d7fRiKHnLu3LkipXQPoM4Hhfd8uJ1RgkyhUHSV2dlZvPPOO70+DEUPIc15sep8UHjOh9sZlbJUKBQKhUKh6DFKkCkUCoVCoVD0mL5LWfZqlEM79tvtY2/X/m6G8Rmt0niPf4TmAOgigN/v1vu8HT5jhUKhUMSnr0Yn9Wrgcjv22+5j9y3gJqxoZtsHw8ps52YXE5zBzwBQA/Bfdlp4cz5jCuBfLTz/xO9F2XcnaPX7jfr6EydOUFUzdHtDCHHG1KjzQeE+H/zcTqOT+k2QLQA46H9cK29h7qVXnH+X5maweuoo9OFBaJvb2HP2AvLzi8xtyjx3/qnHoeeGAq/171e0vSjbCDuu0twMlr76AGgqGMAkdR1Tr5+zXhthfzx4xw3g8sLzT8z2u5iQgXdeAdE/L9Z3Y38nvHOQ+xlTiunX3va8zn9eDC0UsDU7DX14ELAKX9sqhlsV9nFerxZghRJkCjdKkFn0W8ryAOtBfbh5rfcviHpuCEtffQAAAgui7HPd2+ftN2x7stuQOa7VU0eZYgwAaEpzFuwo++OJP952QOnBx3JPU40tJgiA3509fQb9KMoeyz3tvct45kmAEOZzue+fw9JDxwLfjf2d8AQZdx+EeF7HOi9K9x92H/tBUtd/8MUv/OEPePuSwX0+gFIgESglHdTKWz94LPf0D+wHXi2/yP4ArciY/w0ONh6/aaKoCoVC0Wv6RpAJFn9om9vOf7PECm9BlH2utrkdut+w7cluI2w7QLhIsIWVzP7CxF/YdkKO5b+ZPX3mp71MX7rFlyM0nnnSIzx57xFgfz88SnMzoAMZ5t9EnxOp1EAHs6GvYwpxn5CkKQ2FR09i9dRRYWSYRyDCFyJU7c909g/+ijIjzHyxy7y5UigUiigkDCC70T+ZvE7SdUHmrzeZ/pu/O2hf4PecvcBMB+05e8H5d5TIkOxzZfYbtr3p196W2kbYdpa++gB3kbSxF0aZ/YWJ0rDtiMQMrEhZS5GQKPVHgciXC5Hw3HP2AgpfOwEkk94X6Ybn8wpLb6+eOsr/bnbqVmrS99rS3AxoJsV9/25BKB2tI0QYGRYhir76j0smwiw4Pz6XPiiFQqFQdFeQMepNDrov8PZFXrQoRolEgVL2Auqrm5PZb9i+ZbdRmpsRHlfYYmmLJdn9hYnSsO3sOXsBhUdPikRi7EgI63wA8H1/So4X+QpLvdGUhuWHjyNR162/ub/3nTqm//bvnfdZeOi4Jz3IEh9CwZROQc+kndcWHjmB5YePw8ymuZ+dX0CHiN8AolQpT1zKiD77uHhi3h2hYwl6WDVkz0q/EYVCoVB0PUIWqDfxLypuYcZiaKHgr6vhRqK4IoLxeNh+AXYkDZTCTGkozc2EbsOOODBqdkDqOqiWZLwKHiFBtaST2pQ5ZhkBK9pOfn4R21O7A5+5i1YiIcz6I/f5wBNK21O7UT4yG5p6M7NpmIw0I3F9B6W5Geb785+bQsHk37+WhMn7PgGA0kAjgIT4DRC1RpH7HkwTIMQj3gqPnmTv1BWhm3r9XLPJpEONBwqFQnE70G1BFlq0L6I0N4PykVnvgkUpsoUiU1BEiqZJYO9j6aFjVi0RIQAhMAcyUukjbrrINJG7uIDS0UPsxdj3WJR0lWxq04YVWZl+87z1t6BoaTUSIjwfREKpdPQQU9gG4Igbt9gSpSLd52YcwcTDHVW1EYogwXb8iNLUvPOB1SUaFrGztzn30ivOa18tvzgb6Q0oFAqFAkD3Bdnn4NgP2BEmEbyi58rMJPP1UcUI65g8KbFGBIEQAhoSTWEh6rYrH5mVExgR9gfwU5IAAjVPALiRlek3z2Nw6Xq7IyHM88EWGcKarTaIIvv7EN0Q+COJzGghLwXNQXQOJqo7zIhelO2I0tSyqW6AExGW3JdCoVAootFtQfYsgJdgFYM38bX/85C1D7BhLT5DCwWsnjqKwqMnhYsRrxtNzw0FatDcxycqDOdGHHi1YyELvexi6E9JclNadZ0ZWVl66JjnPU2/9jbeeve7s1I7F/MsfB5WbpEhfH+i+kBJcWSLLdH34hc8fmFqn1OClK5ne6LawtVTR62aM9F7aJx7Qv+9kNpJmVS3/TwAbhEeeE7caLNCoVAovHRVkDUc5l9i/U1GXIhSKLzX24tPaW4GSw8dCy3cthF2o/EWy7ou7ErjRey4tWMhxF0MeSktcI6DDmSg+z6z2dNnvtVqnVDjfACA50DpwSgCFroBpBkRRUlB5hZ+vNrA/PufMoULS9CU7j8cuj+eeSzTCLghnkilBkIIzGw61AS5ubP2RRU9v58Wos0KhUKhENMLHzJhmkqEqIZH9HqR8z0v9RcrFaMlQRmdfvb2AxEHSi0xxhERpFIDUhrXsT/uYhj5vTHSs2iT8WdD1L3MsrQQCSWuACLEErkMceNOO7uFTVgaT2bag0g8hgkpXio+6hSBsGNpJZoVJdWpUCgUiuj0QpA9S+r6D+LcafNqeMJeH+a9xBIoIjNPLhKF4U5jgD8d6hNlpK5j6s33nOP317G1shjyFuxEdQdUSwbFTI+MP0UigNsA0ehejPqZ8dJ4stMeohTL+4nirSdDq7WTPGRTnQqFQqGITtcF2cLzT7z8xS/84Q/i3mmzanjCXh+2sLEiB4QQRPYGFkS63AX0JivqRQjTegAQd1JGmetpw1uwJ9+wuind29OzaSDNNDa9LtxJBESGr1wRIEjLsURvO41UWVHVVqJsneoG7qdoFiHkOwC+AwAHDigTfwXGCSHvAOp8UChsejI6qdU77aivF9We8SIHZjYd6ZhIXUfu4oLXGwuw0pK+GixeUwAIwT3f+zPpfUaZ6+nGv2DbdUqsRoePn/5HMNmbGW8M7e6J51SYiIkyYktElOhVlChb4dGTzuc9tFAInDetRrREv5E4Ir5VKKUvAHgBsIZJd3RnipuBonu4eK8PRqHoB+R9Fm5i9py9AFLXvQ9SikSlxk0pRYpONNJk02+ex9Tr56CVtyzRZUfM/NEcTnQnakQkbCamiPz8IuZeegXTr70NpDTLasFl+FmamwEQKkwPAvh+w3G/qwwtFALCVqZDM2oakPedsGaGzj/1OD585knMP/W48/kBghmVjc+7fGQWuYsLznmjlbekUp1xsMWhnhtift8KhUKh6A19M1y8HfDu/OOkcHgF5byGAv+kgXnOoHTetuJERNohOsIiSRLjfAbRpgJ/N6IojoxBcLvSgLzzwNCSjvddWKQy7PugKQ1bs9OxCvhZiD67KJHDXkTSFAqF4nbllhFkYYuiW5jZC43Iiyzgyo+GRUUi4bGHiGrO6dDovmtlsWuH6AgTdTLmoGhzgX/YXEkZg+B2Fbbb34lnLiUhoINZ55jaIGpDz5fCQ8ebjQyUIn/hkjNBwU1cceh/PG46XKFQKBTxuGUEmeydf+SFJqU5woCmU1Zka6cOpDTxAPEwCGk5ItIO0REm6mTMQdHaPEsPMnMlZQyC21nYbotAv4O+fUwikWM3c8j4o334zJNMseUXqCDEsf3wi7K44tAv4ttVg6dQKBQKOW4ZQSZ75x9loeHW/qQ0TL/2ttBXKmzxbYfDeTtEh4yoY0aJmrQ6z9KDzFxJWYPgdto0iM4v4fG4H3fXvPFGLzHEFtPigxCUjh4KCLI4EU+WiG+3FYdCoVAoxHRdkIksDuIiikj5hU+UhSbqqKbQ19kvb6PDeTs6VgGxqBMY6xYB/H47uyxl5krGNQhuBVFkSbresGH2uufsBW9kjSW27j+MwaXr1vcQwXk/asQzqtEtq5nBva12THBQKBSK25FbIkLGjaowZhFGqbuKM6pJ+Do7QlLXsT21u28KpsNEncBYd6vdi6/MXMm4BsGtwJpXae+PJXLCBnzbr/nwmSfZOyTESaWHzaZ0IxvxjOtV595OaW4GhUdOODWVje/tj2dPn4ESZQqFQhGNW0KQicSRf+GJUncVNxKz5+wFz0IFwLOo0sFsoGjd7UslGj7dqoCLsx3B59t2R0fZuZJxDILjwuvqzF1cCHTX2vC6bAPnjaC2zEmlX7gUrKtr1Jr5EU43kPju3c8hlRoSusGdo7n00DHW/NMMgD9Cm7tuFQqF4lbnlhBkUaJeUequWorE+NfYMC8ywcDzuB1v/gXYb0Aqs53S3IxINLStmN8m6vfTqvlp2PNKczMofP1BwDejFIRga3YaYHQ6AvLCnym2XOjDg8FaMkoxcGUFW7PT+PD+w8zJDiyhFTCn/doJp4uYdX7QwSxQ17n1ktTX5OBinPcHhUKhULC5JQRZ1G7DKHVXcSIxq6eOAslA5EAaf5PB0kPHIne8sRbgsO5F3jYCYsSircX8bsK+HxkRJSNgw0QKqdRAMyne+5eKzIadN47Y4ogy+6Zi+s3zzefGEOiscwjJJOhgM90Y9fxQKBQKRfvouSBrRyqu07P7ohbOt6MTzd5GaW6GG4kQ7YfbIRphO9zaMdMEEolv96JOSCbSw5oVyhIWzPfnEilhw+XDGgiiCMtEdQdmSpPyuItqSSE6hzxEPD8S1Z2AFUiDYvjOFAqFQuGmp4Isyp1+mHBrp8VBq8gYgYb5UrlnMvKel6jucF8fRRTyhIWoy7RTYizsew4TUaJZof7304pwbrWBwH/umwMZwDBAtquOsOTdVES1pJCxYRHBOz8m3zjPSufqAH4/9s4UCoXiNqWnsyxlZzHebPP3mLMzG4utPatwYHGZP2Tc1VEoEg2U93oIojeC+Y+y2+iUtYTM9ywloiRnhcZ+H6bZ8qxJnrBM6gbu+d6fYe6lV7jbj/q9RBKeEc4PAIAZOAcN+Z0pFAqFwqanEbJOmLn2AzIp1PmnHucKB1Kphc5kBIRF1dy6utzFBWzNTksVuxtaUjBz85v8DyAmMt+zVPQRkJoVKjkWygOp620Z/N2K8WrUmknZzyzK+QE0Im/sLsu2zzZVKBS3J0SnyKzp4U+8BeipIJPtjrwZXcPDUqjcY6cUU2++5/wzqvWGlG0BpzPQvQ2W9USiuoPJN853TATLfM+yIopUakjqhlBY+IUzq44LuoFEXedaP0TF/n54yETtotZM7jl7gd0pao8BS6cinR823bRDUSgUiludngoynueUPQPQXiDaMUQ7Dq02HIhez3tPiepOcB+NRTMs4uMXUmG2BTx4DQGJut7RiKTM9ywjokhdx9Sb70kdq184t8vvjYVg4oFz3LJ1aVFqJvPzi1bTg79JgRBotTrm/ve/lNqOH0Hkre12KAqFQnGr01NBFhhcDTD9uJjCzTBgaEl8+MyTHTEFjev9Jft6Xtpp8o3zgW1AMlLVrtRuryKS0t5dHRRRnWwO4XatUtrxaQ1RO3VlPlNOtLJjdigKhUJxK9Nz2wt7AWQ5m9tiYu6lVwAEoyL2HX9UsSRDq+Im7PUyaaeokap2CaleRSTj2pe0Q0R1MjJmI/oe7HO8U0T5TmVvRhzjZJdhLRKJF9XYJIVCoYhOVwWZaLB4mJhwL7rzTz0e8D9qd5F/q+JG5vVx68x4j8cRUiwhErVovJ30wr6k1WioLO0WulFEZJTvVPZmxBkpZdemWdHtp2dPn/mpEmUKhUIRjZ7aXriJ0sovEirzTz3eFjuMViwfwvYve4xRj4FltyESUjybCQCYev0ctPKWY9PRjs5CHqW5Gcw/9Tg+fObJtn1/UZC1X3ET55ijfj8iolrB5OcXQ79T+z210v0MYBBWl6VCoVAoItDzlKVNlDt4bjGxT1S0IiBaiRIJjTgjHGOckVD2/mVtC3hCROSD1U6++IU/pAHn/UdPYvnh4x3t6HQTNRIZN6Im8/3IRr3ipNTDZn+Gda/Kdj9DdVkqFApFZPpGkMmKidLcjNVVJ3C6bzV9aS+KVEtaY4IIiVRXJJPWlDnGODVVUVJ+/WAnwquTMwcyHUkbshD5dJXmZtraPBFFFImEXru/O27DQQPWjYDoc5s9feZb7rQlIeQ7AL4DAAcOKL2mwDgh5B1AnQ8KhU1XBNns6TPfAvAcQjoiZWb/sWwyWMIs7sIU2AchzmIkKwxkjTjDjrHTheaimqZuFLkDIZMIumT+y/V6I4S5/04J2ShCr931aCJfPFGXJccjj8BnDkspfQHACwBw4sQJ/ogJxe1CkVJ6AlDng0Jh03FB1hBj3wcw2GpKMcrA7LgLU5zBzX7hMrRQQOn+w6HzA3nHWJqbcYZls2xA4giUKMX7QwuFrhS5A+HitRvRuvz8oiUsOPu366rsz61TXahRhF67Gy9E74nXASr63KDSlgqFQhGJbhT1Pwer0NchrGCah+gu3k0rC1OURZFXWL1550yoGOMdoxOhG8wGthH3c4tavL81Ox25yD0uzLmfLqKKnLgNAqL9+D+3oYVC24rzZY6B9bhMkX4UZBsO/J8vqdR4m1TmsAqFQhGBbqQsmXfKcSIf3GgKdf4fSKUm7dIeZR+sRZEXTaPB+X6NP1JnW1GKtd3E+dyiFu+LokXtxt63PyJoHSTF0EJBelut2FfwpkawRPHW7DSmXj/XckrXH7UcWiigdO8dgdFNoiYOXpdklGOSrZlkfb4wDEA3/DMtlTmsQqFQRKQbguxzAAcDO46R3uEumgnXohlhULTsPnjRjziGq2EGoGHbjOopJtpmO/3MWsEWFoWHjntTvYSgfGQWg0vX22LGG3YM9jbsz0/0ucnUO4Z1U/rFTeneO7znMmBVY4VQmpvB8sPHYWbTkVPcUWommTcLySQSlRoS21Xr8yLkMoBnlQ+ZQqG41SCELADYBGAA0CmlJwghYwD+FMAsgAUA36SUrsfZfjcE2bOwa8gaxE3v2AuEZ/HhpPVaGZ0DyHU28oQLqdSAlBarvkdUUyXjKeaxj/jaCStwGLHOrlfGsFuz0y19n60W2/tFFmt6BBAuTGUidUsPHQuKG1ZkNZkUvn+RXYXMZxfFBJb3OZrZNO568f8BALxafnGWuzOFQqG4+fkqpbTo+vdpAD+klD5PCDnd+PcfxNlwx2vIGnfK3wZwuR21Lvn5RSTqurBGq9XUWn5+EXMvvYJ7vvdnQj8uXt3N1Jvvxa7v2XP2gpUGckMpEpWacBu86AVzkW9s00xpzBqrdtcnydKqoGrFzJdFXCPXMKPZ0twMd7YkC9H7bzXFLfOZOzNV29xAo1AoFLcAvwHgTxr//ScA/tO4G+qK7UVDlL0sGp0UhbBFhlRqnlqaoYUCtman227hEBZNi70P/6dkmKEmqZFFaIjXVy9GGLWaKmWmtHUDZkqLNYQ+7mzNMJEjNA5mIGw4aCHFbf+d9ZknqjtN135rRiXz9d0aqaVQKBQdxvHGa/BCw67HDQXwN4QQCuB/a/x9klJaAABKaYEQMhH3APrGGDYKQqsE3QDNpKC7Bo+765LabeHQbuGyeupoMKqlidNWgLz3mZ9ueX2xmD195luaTziXj8zGTpX6BRSp1EAzKWfuaZzvPs73GyYshd3CpmlFNl2PGVoShYeOM28qhN+7KwoaZcYlDEvEOvNieeKR0q5EThUKhaILON54Ar5MKb3WEF2vEUI+bOcB9M0syygwrRIaab1EXfcuaEDb7CO6QZy0XWluBoaWDNh/OB1wMffZSWx/OrelRPnILHIXF0C2q9Z7oRSEc/w8ewt3ujmpG4FzoRvffViqkxe1SlR3MP3Dd5Co1JrfJSGgg1mU7j/MnFvJ+y3Yr7WjoFFmXJJanZ/qdqFtbisxplAobhsopdca/7sC4M8BnASwTAiZBoDG/67E3X5PI2Rx3eBFqaQPn3lSat9+EdItZ/owoqbteNMLEtUdTL5xHkDzc4pTA9TBz4XpT1ee2291yjaOlZVWlbW36NVoqLBUJ69pwk5Lr5462oxOOU8I3lQUHj0JbXMb2UIRlZlJT3eq/7lRZlzK/IZUqlKhUNxOEEKGACQopZuN//41AN8F8JcA/imA5xv/+xdx99EzQRbFM8rT1o+m1xjLQiJR3QkuZgzcIqQV/6o4sPyn7HQUqdSsyJYrsiNa/HjTCxJ13VPLxusYBKXOtv2fM+q6VTvUiJbYn0vh1375t1v8CACOP13AiwxBQSHbGdht+w43olRnmGCTFoyNaJlIbNtEEaHcNGjDoyxR3QGlFIVHT2L11FHP+Tt7+swClO2FQqG49ZgE8OfEutZqAF6mlL5KCPkZgH9PCPlnsGy+fjPuDnomyKK02xe+dsIjUOhgFoVHrFSv/7mmhA+ZX+C04l8VFab/lKvGjQ5mAd1AolKDmU2HRqVko0A8D7f8+58CAD76nW8ExVA6Fdhu4/WeOYVRaaQrI+F+P628525FdsIiiyLBFrkeUKZBwJ/OFsD73KZePwcAwvMXlufg92dPn4ESZQqF4laBUnoJwDHG49cBfK0d++iZIJNdVFdPHQ3WhAHMQndmQbwfRiFyN1NbUvM4tSQS21XH20mEbBSIF5UBwPWxEtDqnMLnwLI8baRaWRFO9/uJ+p6dKQAAtyatnbQacZWdGhCJCK8VRfDmn3pcZp7sIFoU7QqFQnG70TNBJruoikSR/28yAopViCyKSIg61OIgK/LCivjtxTJR3QmOrqHUGYrtt+HwvxfmAhtOq3MKuYJu8o3zoVGtyJGvkJo0P63WzbUacWUJIndakCmuQgRb1DQtL4IX4SZFDRdXKBSKCPRMkMkuqmFt/W7BFJbq4S3ae85esOY3+hc0QtqetpRNR8kW8ZsDGcAwQLarTbNRhsUHwI54RI0CkroOmtJanVPIHacl4/0VxR8sqjiKGt1iibd2RFxHyhWM/M3PQFdchtBvnmc2cZC6jtzFBZSOHmL7hbnqBFslQjr1elt2qFAoFLcJPRNksovqnrMXAjVkDokECo+exPbUbky/ed567iMngmlLV9cha1HNzy92baA2Mx3lI3IRfzKJpF4FGIslTWlYfvg4qJZkioxI9UqNdO9b73631VSUcJyWjPeXrD+YSBz5I4gAX8AVvv6g09Vov8Y/e9P+XGXSrm7IxDj3+N1/oytF4e9mcOk6t06Q1SgTJwooc/4qFApFuyAGRWat2uvD6Ao9varKLrwAAsOTHQhB6f7DzgDq5YePw/QLMl/XIYtudeSNlCsg736MwrE50EzK+34oBanVMf3ePPLlSsCwH4hX78b63OwoUZR6pXb5Ti08/8TLs6fPAMBzoPRgJ21GuILT5ecFNM8z7ufYiDzZr9me2u0vZgfQaHqo63Yksbk7l+AUCTAR9ut4vxvZm5xWatxCf49Ndsu+L4VCoVDcJD5k9gLE9UdypRYd8At8+QAAIABJREFUywYfYZGuTnbk+Rfg/OIK8osrKM1MYOXoIeiDGWjbNUxcuIT84krgde60VagLfITuPH14kFuv1IpjvgztHqfFIyyiY0cQHa82ieJ5mtKs9CDneXQgg+nX3m5+pvZ3W64AMcWYG//55D4/ZG5y2lHjlp9ftDqgv/4gb6xSq3WGCoVCcVtxU/iQ2YjSa/rwoCXYBNEdEaIuRPdcTF7EgSUswyIhtjALg0yMO4vu0EIhEJlxiyWWqERdt+w0fNifCWsRH1y63hdGuX6iptr83yvr3DCzae+YIJmOxpAC+vz8IkbKlfA31Abc54cM7eoqdrpYg4J3G1ZaWqFQKBSS9L0PmRtu8T3gdSn3Laiy0R2/MJERjcznPHICJD8sJbZkIRPjKM1MoHxkNpDmtD2molhbhH0m7Z7R2Q7iptrs98I1x2WkwR3fLt5gbZ5oaxTQx01LxoUVTeXRjvS8WxiTSg0J3bBTmJehjGEVCoUiMn3vQ+YmP7/Ird3xQIjjKt5KdEdGNDKfoyWxcvRQWwUZAKwcPcT0gKLplEeY8N5rP0a8otBqqi2Svxch0Mpb3FR27uJCIK1rF9C3MzIWltYOHLZEtKzV9LxfGNPBLFDXMf3a23jr3e/OSm1EoVAoFB763ofMz/Sb5z3pNADcBfWe7/1ZS8coIxq5zxkMH98EAMb4sPPfyeKm+HgE24w6r/BmpNVUGyuCaGhJZjrX3u7qqaPIXVxwPMD8XY1MkdtCdMwtwEitDqQ00GSjoWAoi8IDd1vvpQVRFkjjUgraMFp2/z1wbK6oGK9JhHtMhHwHwHcA4MABZVGmwDgh5B1AnQ8KhU3f+5CxcIsLXhoqUd1p+RilXOO3a9CHGPVZ2zXudm0RVp4YRfHQPuiZNLTaDsYvXUVuZd3zXLdI4+3LRlaY9Msg9ai0I9XGSkuL0uB6bgjlI7OB6Q7ubdmfZ+HRk1j98rHQKBaP0swECg/cDdroEqaMBhXZ6KusKIsyTzbM7kJ0/lFKXwDwAgCcOHGio40cipuCIqX0BKDOB4XCpmuCbPb0mW9pvuL4qdfPxSqid8PzKTNTWksu+9y5mIbhsS+YuHDJs4gC1nie8cvXPNEvP+WJUSzffRC0cdx6NoPluy2vVLcos7eRLG4y9+VGRph0e5B6O2lHqo0lRMPS4JGMZBlRrLC0o/0drxw7zP1u3chGX8PqyqKkgJn+dz66MbRdoVAoblW6Isgaw6S/b0c3bBEw9fo5zL30ivO8OGIhP79ozSoc9C1kjFmXUeDNxSS1ulUjZHtCNRZWZ8HlRLr8FA/tc8SYDU0mUTy0z/m7J3IGYFelgulzHzE9zIhuMIWJf8ySmUkFitQ7NUi9XQRGRdV10IEMSKUGQogVmWp4qonSbbxzy06Di7y1eNEfUQ0hACwfn4ORbn5X+lAWhRN3wxzOBs4RPcO2bPEjir6y4EXLoqSAw6KvpK5Dzw39dqQDUygUCoVDtyJkz8Hlyg6wRUCUO3ZPPQuHVlz2ea+ljBSmbV+xfu8BFA/tw9KRO1A8tA+DxQ1sj48wU5K8xVfPpIWRs12VCu75q5+yoy4+M1nmmCXB+/3wmSd7nsL0R7H8nmjmQAakriP//qcoH5l1ophh4j3s3MrPL2L11FHuZ8SL/ohqCAsn7nHqvzz7bQjvQHq6XoeRFosyYhiYuHBJ+Bzm6xiiLEoKmGs5Q6lzzrRhgoNCoVDctnRLkDGrNmWHg/sfl6lnAcTzIMNqqLiLFSc6sX7vgYCQKu+baEZGGsKqviuFXRtl4eLLi5zZC7gxPoxdlQryr5wNvNa98MqkmZovDM6/7JYoC4hr17Hw3PBZcxtFkb5WGjREsyBFdX0sMebsK5NGbcz7upGlZazt3wfqfl+miYRpwkwmHVG/q1KBMT4c2gTixy/KoqSAec9l1dYpFAqFIjr8FaO9MF27/YKJJ6D8j8sIDd7CYos5PTfkGZ9TmpvxPG/P2QuWqaobwwTVErj45K/gk8dPoTQz4fyJlYIMCIlkEut7p1Ab0zC0WbSsOdz4/+2CFVHj1ajZtUNxI4RhHXPt4rHc09T/fTA9wVhwHue9Z5lziztrslJjig67hpDohvdxwwg810+yXvf8e33fKNb3ToHaHmiUIqHXsfvKVcx88BEOvv8B9n08j4zetNQQ1SjycPuj5ecXMfX6OWjlLSvSVd7iCqwoz1UoFApFdLoVIRMOk7aRvWMXCo2QQeKyaVG/NYBtQWA0hJG7eHtXpSJd/2MmNVRHCBK4gVRyGTodB6UaCNWR3Smimh4HJanA67Qau2uUFykhE+PRBof7aPdQdR6RonhuBMasrGYOmXOLGwV68z3uYfBqCJeO3CE89lRtC7Uxaz/bA8Moj055I36miV2lVaQS26iNacisNW8OamNZZ9huq5GyKHYorOe6o5uzp88sQJnCKhQKRSy6EiFrXKC/HXZ3LXsXLuzm8g0SL83NYP6px/HhM0863ZssWGlR9yzCBAmmoKiWxMqxw9YxcQRT8PB07OSBnTxARzeRHPsMg9onGEh9BjK0CS1ZBBCMnOVX+DYHvEjJxMXLwSifJN3qmJMSftTbFU/qOvIXLrHfWyLBjHjKnFtRokCeSNPiCu585SymLn4GAJYYEzXyE4KdgV3OP2/k9wSnASQS1uMNamOaI+Csf2edlKcxPhwrWtYqgegmcBDA9xtNPAqFQqGIQNdsL0TDpKP6YoUNjLYXeVZnnX9xt3ELEJaVAe91dmRs/NJVLN8z663/AQXgjuKYwFARO426cT1vQCslsZN3b3ETpAbQyjhgaiCwImdWpKQZGZHBid4cOeh0KFJKrcYEwaSDdg8SFxEWxbNd8XnGrKzh1rxaMplokMxzWGORSjMTnhpCEAhnYtqRUgAwNfZ5bCaDj9uizI6YxY2WRZ1/yYIT3RyE1cSjomQKhUIRgZ4Zw9rEtboAgMLXTwKJ4IJnm8IyFwyJWZfc17GglqdYbmUd9V0prO+dgpm0UpAkcQNmYhdgakBCB8ZWQIfLcMd19Hyj3mgzB6zvAYwUkKwDYyvQzC1r1yWgqhNYX5cVFfELM2N8GDcGBph+V7lzH3iey2yKaAjObndZcscZ+Y/lzfOB1+bnFy1TVwadSrnyZlSuHDvMriHkiDI7UgoAoDpgBtPUhOqOaMtueG8I3GnMVlOYcRF8xsp6XaFQKCLSc0EWdz5h038s2OFGGwu6aFHWylvciJyo2y6wuCaIp3syldhGdYQ4aUkzv+Q8NZlnpzXNtRHQ69MAbUR6jDRwfRr67gIwXAZgL/SWKMus6YFoWcBo1lXjlvNFQnhDyP1p3m44+YcdCw87qsqjEynX8gP3cg1exTWEJrzVAd5IKakVQbcmg88ZLmInBaRLYAozd7TMTl9m1qpO+pIn0NuFILrJbOJRKBQKBZ+eC7JW5hOyPMHcj4t8ltyGtKy/MxcanpN7MomNqUns2igz/57M72Akv8Xd3/rFu0Gpr4aIJoDSHpBBHXppGrqRQmWXjppWRB5lZNZ0XD80gY2pSRiplJUd9UULqZbEtQfvwbWTRwJCh5ea64WTf9Q5m2G2J51IuZbmZrDkmpLgb+rQajvQs8HzkRAdGCo6KWgk68Doqi9SugFsms0IaUIHGSgimdl0RFu6ZP2vLcyApjhjRctEAt0vykpzM01TXFhdpVNvvhf6nXBKB7ZhNfEoFAqFIgI9F2StzCcUmVWW5mZCO+t4tWthNWosjFQKtTHNiY6x2D9cwtqVaSx9dDfqlSxSA1VM3f0Rrtc4hq31FOiV/YDZmG2IFCrZSWAcSA1QbI5ONWvWeCVhjb/LCqu4Ectuwu3MdJmUtvtYV08dDYw1sh35d/3sF1YNobuGDIAdCaMTDcFV2gPUU47QToxtNJ+aL8IYbgp6CjiCTc8DO6Uk0qWmMAMsccYTZcxJEL45mGRiHBu5gcDoMTqYReGRE9ZhhUSp7c+mMXD8MlSXpUKhUMSi54KslfmEXOHU6LSbev0cc16mPRA6LBK0+uVjzbmBgiJ4AEgY3o6/nbxVH+aOjq1dmca194/CMKx91isDuPb+UaRSNdTrDHNRQh0x5toTqtlxVNPwNRCEIyOsWolYdgvRsYgin53Yp31+BGoI7cjYxAaIMehNSdfToFf2IztYQzXb9BXjpbSNUrpRa2idC35RBljRMncKkzsJwjcHc/XU0cAcWADSo8fc0c1Xyy/OCp+sUCgUCi49F2SyNUSiTkxRp93cS6/EHqUzUrYWy4//0Zcc/zEmDc8odzrJz/7hEj7+2S85YszGMDQkkzqSSd3zN5LUQQ32oGkKLbZhSZiwaiVi2S2iHGPUDl7uPjmO/Im6jkunjkLPpJGs17GrtIpE5oZVQ5ixoly04BJjNmYSlc8OYPTUu8z9bZSa788WajQPbJfSUtEy3iQI/6SJTo0eUygUCkU0ei7IgPAaorBolqjTjrcgh0WC7G660swEDJYtQaNxIFmvY2iziMHKJqqZZjG/HR1zU9lm2zvs7GRw4tSb+MXP/wEq20NOKtNKbQ4EX5DQQUwrhRnApE3LBUYELUxYtRKx7BayxyhbDycj2iYuXELBVUMGAMQwYWpJmAnrezDSaZRHpzCwswwCV6djnfE9ATBrGewfbqqqK5vNXDev5nADgI407GhZ3RyGboyDEg1kUMfw+ioGK5vMMUxED87BFNmO9JMIVygUiludvhBkYYRFs3iLSqK6w12QRVGW0txMM13JETbEMHDgg488Zp0sRvJb2D9cwqFdRXw8uIXK9q7Ac3JDZTx65C3MzC54Hn8HwJX3j4K6o2rEBBkoQtsG6uYkQFzHRikSuo6J+UUkNqtBAaEbocIqLGL5avlFce62C8hGVWXq4WRFW8CRf7sGI5UE0j6xlbBSysn8piPKjWTd6pz1MTC4hUO7irh0wxL/bnHmxi/UqtUBbG3OQjca+240c1CSQnlsClgDRq9ac09LExPWcPtGlyUAfPL4Kec9DH16BaX77gimLSXOFYVCoVC0j5tCkIVFs3gRE0opd0HmvWZooeB9XNBZCVhjb27k9zTrhrJFJMH2gXr0xOv465881lxIAWjJOn71gR8zn3/invcBwGkCQKoO5FeRNLeQqgKoZVFPjTSPkxCY6RSW7z6IyY8uY/rcR0Hbg3JFaCIPRO967AUyxyhTDxeliSG/uOLpULz45K8wt09dPytzbcTqrvRBiIH7funvAQCHdgUNWm2RBniF2tqVaax9cggwOD9dYjn8j15dx66NMnZfso43WdxEaWbCI9L1oSzKR2aR/8Vn2LxzJnKXpUKhUCjaR18JMl7qKKxmiBcxEaUyea+Rna2YrNexvm/UM4OQIgVsTUIfMJHMBxfZ+w5fxN7UOv7D330D12+MYveudfzmL/8VRg9YXmX3DBTwYWXa85qx/QWM7S/gymYeG6UhGKU0UEqibg6jnsozBSNNJlE8tA+Hzl5A/pWzgb+3w6X9ZkCm1qyVJgau1YXL0IJZPwYglaoHIqLu758l0gDg448f9kZMGbAc/gEruhfoFE1pKN1/GNrmNnf+q0KhUPQKohtdM7vuNX0jyESpI5maIVbEZPXU0VAh538NT8R5oBTZ8iZujDBmECJh+UntLzLrgL585zl8+c5zgcc/qO0DYC3KADwLsztaAgBGbRiUTgk7P2WHnd/KyJw3rTQxMK0uTBNastiMQnLqx3Z2Ms537Yb1mFuk8+oQ3dgdv27jYGN8ONBh6UBIV/zmFAqFQsGnbwSZKHVkWxlE7ZaLU6AeNlvR2ghBNTfMjUTAlZK068fCuDdz1RFlADtaNpLfwvUr4w1Xd3EpV9iwc3+UrF3diK3SzuOQqTUTpa6daQUcl/vcilWnVTy0z+myHNosIpG5gRujjSel6kA9KI5zQ2wTYRbGtRH86NxXUN7KgRAKSgXfPbU6flnwOkWdl0rYovTLeaJQKBS3Gn0jyMJSR3HqmuKM5dlz9gKWHjkRSO34MVIpJAwdpsaIgCTrgYfckY9701V8sBNcGP2izM3+4ZJV3L2+B2GeF8QwMH7pamiY1xZlvXDnZ8E6jsLXTlgjsgYysQRA2HnDOkeGFgooH5n1DJfnudznVtYdYVYby1rmwBnSsKRIwpgueMx9AXbd4L2Zq8zj+8knD+DMG4/DoNaxWGLMP7TeiscR0xpEDwBX7rkTRioFrbaD8UtXkVtZZ3aK+hGlavvlPFEoFIpbkb4RZJ3yv4oq5PLziyD5YacYntdlaUdD3DVkAKwuyH3BtBMArH8+hf/27/4rrN0YxeTwGn7vS3+Og3e873kOS5S53f2FUIpE3eqytEWC8OmNCFm/uPMz6/eSSdDBRhF6hwSA/xyZf+rx4Ofhc7mXhSa3QfZfAVmehFnLYGBwC4+eeB33Hb7IFWE2P/nkAfzrHz6FoAAnsOZjEtcjTTHmPif1bAbLdx8EAIx+YI2YdM5tRspb9HvjnSeFrz+IwqMnMXv6zAI4Tv2EkO8A+A4AHDigZo8rME4IeQdQ54NCYdN1QfZq+UXyWO7pQKNfv/hfkYlxTzedvzMNAIhpYmRpGamEtXhtju4BTWhAQgfGVpAY2wjUj/3i0yN49af/CXZ0K321tLkb/+MP/wv891/7P/D43T/zRMzcomxxYTZofcGCUuxevOLpqpOlX9z5peaXCoRiu9JpYa78UUmMbWDkjqtO+vqegQLuzVzFTz55INDgYdcX/uSTB/DHf/ufgR8NJUDCDI7VMs2gSXIyiZW5GYx+8LlzbjPP65DfG/f7ae7vIIDvz54+A78oo5S+AOAFADhx4kRYo6/i1qdIKT0BqPNBobDpmwhZnPSim07Vtjj+U8cOW35OjRRQRrdc/LfZGUYAXruCH537iiPGbKp6Bv/L3/4W/ucf/RbKNcufbFd2C099+T9i9MAS7hko4NWf/+NQMUZME2NXrnKHm7Nw14/1izu/VP0e2MKgnek07ufhc7lnYc2T1LCTF9f42YLLPieu3xjDv/3b38J+bQeP3/0z/HdvPxE4XwIwxmrxGj3MlIbSzIRzPjvn9ZGD0r8Zye9nEMBzANQ8S4VCoYhA3wgyIL7/VadrW/KLK9hVqXgeu35oAut7p2Emk81F0EwB16dhDupAI0JmF/SXt3LsY6/ugjv1dKO6C//m9W/hHz70Cu47fFHQVUcBanXUjV5bwq6NcqCrTjZK1i/RSdmh7iyh2M60K/PzYLjci7DHGum+QfN2x+wPz/46U6D/i5/+Yzx+98+wtDkW6ZhDISSQcs0vriB37gPpTch+PwBUDkqhUCgi0leCLC68xXj54eORomb2uCQ/xviw59/lidHAWJrmjhOW99QdVn3Q4sIsPn7/lwRHH4xo6KaGH537Cu47fBEDHHd/Ah35rc+Q3aDIbOiBv4vwe5C1Gp1sF/7jSFR3YKY0QCKt1s60K+vzmLh4OXL9GABopSR0pLHR+LcdNeUJ9OXNMfxPr/+WcJuEmKAJnen+L7RC8aVco3rR+T8XXn0lgM8jbVihUCgUt4Yg4y26ZjYNc8BahPTcEAqPnsT21G4MLl1vSXwUD3HEmE09heryOC789ASMegp8iwp/t1yT8lYOH1amMX7XPHN8koYiatowylPjMPdZw6T3zF8JLebnLcL94s7vPw7ZVLRs2tW9PVAKEMLcrv84eGI9LrmhMspb+eDj2Rv4v9//KtjnBUU6XcPkvR9irTqIrY/mmKazPGRSrmG4Pxd/ZNo5SOCvWt6RQqFQ3GbcEoKMW9vijxYQgtL9h1G69w4n6mKnN0l+WDoCEmq6mjCw9fFhRo2PDXX9L1uQDQxaKc+x/QWsVQdR+ewAzFoGSNZBsteBbaCSac6yNNJpp5vOFmWlmYnA6KScRFTEL4KGFgrYmp2GPjwo7KTrBLJCUSbtGhAQjfMjLMXtnm3K8ySLyl33/xx//7MvwnAJ7bS2A50SiDzmnvgn/wGXboxjezOP7e0M6JW9jdFM4po1mZRr1DrM/Pwitqd2o3T/YfdvjQB4evb0mZ926xxRKBSKW4G+F2SluRksP3xcOGePWdvSiH4EIMSTAgOs9CbP0sCfrrReAP76R0zrb4bIx4y4/pe1MYqp6StOvVF2sohqtgKUrM8gWUpC37rDO1gczZFJuZV13BgYCMwtLHzhLtDSZqjxp78ez7fgcjvpeolM2lU0FotXbxb4PFyeZP66Qht/Yb8/bQkAGL+BvfdfQPHjOVS2h5AbKuNXH/gx/vLH3+C+x4HBLVy6Me6M0aLJbWgjn8FYu8Ma2xV4U5bw12o7mHjvU6GIjFuHuTU7zfqdqcJ+hUKhiEjPBJnM3XhpbgaFr50AXKNp6GAWhUdOOP921xuhrjsGooaWBB0M8e1yEcnSgBuMoMDuAlDcK78tj6dUU6gtLMxhtJ7FxvKUFRlrDBbXzC2kS8A21ZjHYUfveHMLw4rcmaLlJllww6JpYfVk+vBg4Lw0UxrXk2zXz34h3J5d2L/jykxulFyR3Pw27nrkDQDN5g9ezSBAMX7XPHM/Gimibk56BLrdebv70grKE6NYOXoI104e4aZp4zZFCD5TVdivUCgUEeiJIJO9G189ddQjxhy0JJYeOga4FktzIANS1zH92tvIzy9aYu7Rk8IiZw+UemwBbJLFzUCUjDdUGgkdGC4DpT3McTl8gmkqamhY+/xg8/F6Grg+DWNwGcAmCNVBSTAqYo9M4glMGVEiSewFd/b0mW8BeA7PPNndBgJe1LRBoroTOC/tKJMfkYC/MZLD+tQUzKQGYuhArQhgwxoMD3gjZT7G75rHtfePelKZAMXYgcvOkPm1z/ZZjSP1FAzo0EgRA7VlVNPjoETzdN6WJ0a98zY5adq4TRECKwxV2K9QKBQRkK8IbiOiu3E3osWADmSE28jPL4LUOd2HrEU2kUDhgbtRmpkIPf7xS1dBDMO3TRMpWoRWSgL5VSt12TI+8UATwNY40iVgeH0VxPTuwx6ZBPALuMO8xRJV8QxMF7EW3IYY+z6Ag+6h1qW5mTibi4ZAjJG6DkqpTHTQ4dKpoyhPjHoeuzGSw9r+fdZILUJAkQLdmgRZGYFWSkIrJWGU0s7/bZSGsFEawpXNPK5s5rGd38be+y8gNVABQJEaqGDm+Hsgd1zDlc08qsvjoIszDcFvbb9OJwEA+e3PMHX1Y0wsXXI86YqH9nmHn7tw/15450XY+bLn7AXW72wbwLPCFyoUCoXCQ08EmezdeBxjUvc2hH5JZlAw2akoP8nipsfTK7eyjsmPLkOr1qxxRXodA7VlpBLWczRzy0pdQsKAOmEwZ1/yoFRDdoNi9Oo6xq5cRXJnB6AUWrWGyY8uOwX9Excugehe0RjmLVaam7FsJoI79T/SyoL7HKyUZ3PzDDHeCbjnk2li6vVzoAOcqBdLwBPijCVyi7KNqUlGB25TSKdLcISZW5zZwmyjNITt/DZyJ/8eu3/lLeRO/j2ugTh/2/pkltFZmUA1ze4CDWtAsX8vTGFFKfThQcw/9ThXMOfnFzH1+jlo5S3AOuEvA/h2P9UXKhQKxc1AT1KWshYFe85eCNSQAQB0A4m67lha8LZB6jpoOpjWS1R3nCYBP6JUlDt9aQ+VLk+MYnVuPyqZKZD6OMjaDZgYBmAfs79o3wSSplX0n6qDTFtzL+nijG+hZXcOENpcNHdtlJ1RSf7jzMMSh06XpURqcPXU0UDDAwCgrkOr7liLNyGX0VqXJTPVGXdMU5TOQF4n5tTr55CfX7S2wzgvSaWGpG7Y79/zN3cjRWatCiPFKK6HJaTTJdZfGk0XaJ6P7pSmnebEZs4aLG9wtk+CP+XMWpWfXm9g/14CHmOAdBeqXbv3avnFntzgKRQKxa1ATwQZb2EcWihg/qnHPYvr9A/fYXZZAhDaHJTmZrgRMjPDXtQAa4GiK0Wu71SyuGnZSTRGKVk7thYuSlKgdISR5mpEWBI6yEARdMC0Ftd6CvTqNDBww0pxUvt1BpDebFSDu9Y4amJ4fbXRxQePMz8Le26hrAEoVxSlNMz9m78AALxafnFWamN8PofVqekhTjQ0amdgWCcmV7A1uno/fOZJ5nG4o1A8AZQwdGQ3/v/2zjU2juu647+zXIqSGVGWTctiZMaUTMuWo8CGJTtK6zRN4jh+pEjzQOA4jtMEsJEU/lK0H9QYbQMHCJQCbZEiL7hFlIcRJG2KIm4UyVVS9UMCO47p2rHjR0wrVPSgxNCySZmkKO7u7Ye5s5ydvXdmdsld7q7PD1hwd3Z2Zu7MWc5/zzn3nNDT5gqDLgrhUJzlp7rIA8X5tZiZi0lyaItZ3H5oHxCE109tvbRqggdQ4QELz8O60aPBdzAmTNMS/A9M782YrKkoiqK4aLogG9q97478ru3BDaJUKs/46h0bZ3rbUNXNdeOhEbbu/S/v9lw316nhQcZvvM6f/+Mp6hoVdD5R5mrKXLkR1z4FYYE18lsWZteyMDNA+eZaXAWvrafyJp2je+EsyFkWiheBBPuSUonumSAM6RNjtTQVL4/Jepl8LHNPy88S5JCV1V+9bZrqmRnom4kZnoO4XUYFW5Yel/2Hj3PqyqGKsKWUSqw/cTLSUSF6zMF1XzUFM2vXUjD9cDqPUEBkku7cGeaK/SRmF5gSq88Fojsu1tc/+ztyZ86WPaUVExuWmOAf9U42uz6doihKp9FUQRYmdJdvaiLlm/Fy3VxDr4lPdDkxxhnucokyVzmJbLsIQlZz5/U7ji0u4nIUiv2sPjfJwqrFhtGmK8/pTW+k+7UFeqgWZFExFi0KK3PziAil1avK4wR3eCrOcve0HNtz23eHdu+DIJfsTcDvNh4audR1HdNCkbXMDEzanqtgbDjutHp3YcHVMJwd5vD9fvgSit3ddC0scP7JUxWN36MerPArOLtmLQu9i6UrDN0slC4mPwemx13iBGPIFQu8Yer3nDfnF+JPk3UDAAATbUlEQVShpxQCm07zgGVJKXBU6W/J+nSKoijtQrM9ZN6E7uXqRZhU/DOJ4Qf3O5fHRVlN9cpiTK/e7Mz1ce5X8sznq8VbNGcpSlyMRb145rzV5ekFhb7eoI6b4C4pUt6RW6QuB/aGvXjT3nMbN/d9spw5nzUUWUu7pKTtZf0xUBXyjFXtj4qyvolXmL8gvQ5eKM4mrrqoqtAvkmM+30+uWAhmbcaQYpHBZ39TtXw+v4bju4Yp9KxydhZI+675Ci1Hw5ue71lL1qdTFEVpB5otyLwJ3Uk311oSt+tJDk8LyUVFWX52nkJvwo02oUNAKd/trWvlotTlvjzxmXPxMGWqFy+jhy8uUhuZJ3Rgeq+EoiyrQMrSLinL9pIEytTwYN09LqNh5TRx5rvWpa48Fx49xsuXbKoW57kcr53fVzGxI153LNpZoG/kWSBdyGZJ8E+wLy0IqyiKUgfNnhXlrF0Viqz4tPsw0f/kO3cEN5AMdatqzXdKCslNDQ8yeuctPP+ZD/HiTdcxNbjBWU4CY8qlJ/qOTyDnFsrLqnfo0DS+9TzaLSz+Cu6csaV48cr7WN68sUyEgi+rt7Si5IIx5KdnyjMmYfH6pW3PO1aR1BppZmKyYtKEL4ev5/TZxEkYXQvu0iddCwu84dVpco4yLeRyTG2orJs3eekbq+qOmXwXE9sW51Fc9OgzEK+jVyxWfA/WjR4NXjt+YJjufNIPCy0IqyiKUgfN9pB5E7p9M+BqzS2rqa+lrT/lS/KOh7nGd1zBwMgLDIy8UNG0u//IiYoQ4sbRYwD85h3XZj4xTiQ4xqhnJFr81cXU4IbUivSpu13mvLFayRqKhGqPVZUISzgP4facNmPJ0j4IKr2oru4OIaEoi3vMzj95itOXbKqaDHDR6DF6Tp+l5AkvF3pWVYjAzB0a4noq9jo1F9Pm2cXOmRaEVRRFqZOmCrK0hG5Xkv74e653bsvn9XAJu/gMTqisP+XCKQRt4djL9z9akZPju/mm1YBKRQSMQc4tYLrz5OfP0X/4OH0Trzg9MWHuWE0TGkLCRtTNbGXk4MD0XnnbtX9rsoQi4zgSzb1EtxeO1ddqq54weJIog2phduHhCbpfW2Byy6Yg9ytyrePdAKLEOzL4QupRMeusN5fvqhCeqbmYxtD33BgzQwPLVZ9OURTldU3Ty17EE7pv/uoPEpOqavGWhLiE3XknX86chwYJYTOHByIUR/EbcP/h45V9BD3IQgG6cu71cjm6Fs5x+UM/T9wGJOSOlWzz8pw7XLrSIizOI0/cL1ff+iUztX1LWZT2PTeWenyZJnR4xptUGDZr+DY+ASRNlEFlnlk4GSDO5JZN3lD3hmcOVyza8MzhqrIscTGbJSScKkJzOaa3DbHx0AiPPHG/1iBTFKUxLBQy19Jsd1akMGyUaDK3i6yJ22mJ/776Uz5kbh5zniMR2xie+9A7nLPXol6rYv/aqhpQMr+AWZWvDEEWigz834sAnLh+m9tDkzEnzLueCAMHH0usUt9KDO3ed4dsG1o8TyJMbxvivJMv1yWio+TPzHpn1Ga1tSRcogz8XtTpDeudXrHoZ5PaH0XtL/p6Ytul3u9Clh85CU3DF8fapJZXiqIorwdWXJDBYpgqLqiA1GKdUHvF9iyIiDun3oqE6Oy1+E0RFm+m0RpQUFkfLC7qJrZvcYebHI3C49u56OdPJd5o06rUu4iL3KHd++5oUkjqC7XWpIN0EZEmruo5Ry5c9eviYh3sjMhIFf3C6h5Obb2U3JmzFTbjDUPG7CL8Fdk3MVmeUekii/BMyquLUm/LK0VRFKWSlhBkQ7v33SHxBPp37wwSjcPQi6dYJ9RXsd1HKEJ8vS4r9mFzylyCzEdcoEVxhpts4dGKY4zVGSv0rubkO3fQ99yYM1cumiuV9Xy4RC7NK/xZV79L74QO+7fvuTGAqvZcjfAQmolJpndc5RTfoTibvO7NVSFml0257AJjMPkcU4MbEsVXkuc4zaMcXQdjnLmJWcO5InIPcA/Am96klTEU+kXkcVB7UJSQlhBkODwirqKlPpGVVkcqq8ejlqTw8j4cYcIkL1gSFZ6yhM9ObKvuTWi688wMDbDx0MiSPTzgzcdqVuHPuvpdJtXPQoSpN29m6qrNZZEfelJnN164mJwe+cxSPK1Tw4OcvHbroqB1eFS9MyJjy8P1x68exvR0B8cnQrFnFePXbsVMnck8Uzg6nrQxRddxfTcWxf5HErcDYIx5AHgAYOfOndmL8SmdyqQxZieoPShKSKsIssw/kVziyxeqkrn5mkKZ9VT5D5uRh0zvuKrKezW+4wpmL+zjtYH+RKHlE3LxhMYkAVprrpyPBG9UM37OJva7TBLZSQ2yfSJ/6i2XectjmO48J2+4umaR65ule+L6bUxs38KGZw5nDkVCIMomtm+h4KgJFv+REj0/rhpi9XiO42I3bMc1/p7rtY+loijKMtDswrA+aiomGS/U6SsqS77LG8p04RUhxpCbm4dYQVhXTpLTe5Xv4tXLNgU3X5GySBu/ZpgXb9nFcx96B8+/7w8Y33ll5TrXbuXVvjVVh+PzFC1nMdeEbTW88Ke9sd8NHCEIXB8x3fmPPfLE/RJ6atIKBdeU25RSs82s6clcmDh1/5Fr2/vSsWq7tSHqsOBs9JGlxlj8/NR0bB7C2m5hCZp1T78E3XlKa3rCfYR9LO+oacOKoihKmVbxkFV5RCgWg5yV+E1FJL3HoK09NvWWy5w7892QkpLihx/cv6SG11WeCivSyo3DHTlrPm9GUq/B5z/9Qe/kh1rwJHU3rfBnVb9Ly/hNbz1CLJzpOk9ZZglmpg4vU9r+k0LMfZ7tZpkdmcXLW4twd4U9PR5F7WOpKIqyBFpCkLkKxtLV9VngQYJ69RWETY7jwih6gxy98xavh8DXHzNt9lmWcGBNQiBDNX2XwEvLlYL685+i5yV39lxQA2ZNTziuu1sgLJUp4d8pKIvFyokikN7VwPN+XRMMHNuoJcScZXZk2nHVWsbDKfD850uzsxVFUeqkJQQZuD0iQ7v3fQFHcjeUZ/15hUdS+DHsjxnPLdt4aGTJSfE1tW7KgM+bkZgrFe42Jb8oPr6p4UHG37WzLFhKa3qgUGTg4GOsGz3Kgem9Ky3GwJPwL3PzVSI9fi17x8aZHr4E02Uj9TasXXVtIl0LSmFoLkb0umSZyei6/kmeqnpnR3p/ENRZALjQ12tw/CjyoH0sFUVR6qRlBJmH6lCmp9lx1pCVzM0zMzTgzC0bv/G6crgvFCG1krV1Uxai3ozxG64hWrl+zbEJFs5fm+oRceUX+SY5nLzhamdLnfEbr2ul5O1qmygUMT3dFGwh36jADovAOmfQduedQknm5rnimz/yfi68LlPDg5x6+zVBiRSPZ3Ld6NGUGYrVLGV2pM+LFi0AHDZxz4K95q4fRXGhpn0sFUVRlkCrJPU7cSV3+9Z1haxcif4bf/aUX8TYnLWsids+1o0eZfjB/Vz5tf9g+MH9DPzsSTYeGrEtjBIolqBkAtFZKpXbBY3fcE2QtxPm1OVyzA1enJi4HZKWXxSd5GAcniAgmsu34snbTpvId03GZ1DGJ2/UEnqLnod1o0fZeGiE/PRM4GWangmuJXDynTuiie3effu2UVMf1YTJKAem90r4eOSJ+8V05z+GY0JEuI5zI34+SyC2oswCX6Xye9kK4WxFUZS2pdU9ZFWhzIRf7EwND1aUPwB3eMfXszBKveUBfITb8RUulbn5oMaUo11Q2TMWJUMItJ4ehhlY8eRth004lW5NvRmjmMqySC6v1Oidt6Tmh6Vtw/tZT5iw0NdrDkzvTf0R5ZsQUQ/O/M5FL+m9y7EPRVEUpQ0EmQN3sr9n9qXrJrhSbWGSROLonbeUQ24hZa9I1vwzY8oh3Xp6GObOnnPmSzloteRtZ14ZIkcOTO8dgmQh7/hc6ipptpE/M1tTaDBKwrGuSI7Wcgo8RVEUxU3bCTL7i/1B13tZPQgQtGti8Vd/CaiuGhq5oTeOj4THU8LjFfEeXxyRI2NffN9QfNshdsyV+VcwW+jrvfvA9N7v2vf3Aml9o1otebs6r6w6p8m1jjthPcN1TxF4s4W+3rvTDjqBLONRFEVROoiWziFLwCcIMguFsT23fXdsz21DY3tuywF34c6TaeYNMGlMX8/w+dTj9eTklXN/7N9PRt6fBM7Vup9mkzauhHW+Sv3X3ZVbBcE5W1I+VZbxKIqiKJ2FmFi+TDvg8/SwhJtWzGMWzZNpCmljGtq978vApwk8ZUXgp8AVjT7elT4vjWYp4+v0c9Modu7caR5//PGVPgxlBRGRkWgvS7WH1zdRe4izrqvfvK33Txp+DA+f+ab3GJpFWwoy6MybYSeOSVHi6A1YUUGmRFFBFtB2OWQhnZho3IljUhRFURQlnXbNIVMURVEURekYMnnIRORh4N0EuUt/Z4zZ09CjUhSlYxkZGZkUEVeR536CSRGdjo4zMkM5wR7SttFJvN7Hma0k0QoiIjcDXyLI4/7XRuigVEEmIl3AduADwB7goyLykDHm2eU+GEVROh9jzEWu5SLy+ErncDQDHWclPnuoZRvtjo6ztbE66CvAe4BjwC8boYOyhCyvB54BniaYgv894P3LeRCKoiiKoigtyvXAqDHmsDHmHA3SQVlClpuAaLn7Y8Bbl/tAFEVRFEVRohQpMFVc8WhuU3RQFkHmav9SVStDRL4DfNC+DGtlufZXcCzvNF7v45wFDqD2EKLjrLQBnz30iMhMIw6sxdBxZrOHtG10Eq/3cc76QtczpalXH5390XiDjwvgChGJ1l95wBjzgH2eSQctlSyC7BgwGHl9CXAivpIx5uPAx5M21K7x41rRcZZRe0DH2azPtws6zuZuox3Qcfoxxqxv1PHUQCYdtFSy5JD9ErjcHoAAtwMPLfeBKIqiKIqitCC/BC4Xkc0isooG6aBUD5kxpiAivwP+l8C1PA3sAn693AejKIqiKIrSSlgddC/wMIEO+oYxZtk1UKY6ZMaYP16m/T2QvkpHoONszufbBR1ncz7fLug4m7uNdkDH2eIYY34M/LiR+2jbXpaKoiiKoiidgrZOUhRFURRFWWGWJMhE5HMiclxEnrSPWyPv/bWIjIrICyLy3sjym+2yURHZHVm+WUR+ISIvisj3beIcItJjX4/a94eWcsyNxDe2VkdExkTkaXsNH7fLLhCRg/Z6HBSR9Xa5iMg/2zH+SkSujWznEyLysogURORIaBMissNu/2UReVVtorVRe2gcag9qD1Ha0R5g2W3iRfv4RGR5aBOj9rOushOdhzGm7gfwOeCvHMuvAp4CeoDNwEsEiXBd9vkWYJVd5yr7mX8DbrfPvw58xj7/c+Dr9vntwPeXcsyNeiSNrdUfwBjQH1v298Bu+3w38EX7/FZgP8GM213AL+zyC4DDwBeBv7HP19v3HgM+as/JAeDP1CZa96H2oPag9qD20ESbuABY77CJt9nP7AduWekxN+PRqJDl+4HvGWPmjTG/BUYJWg842w9Y9fsu4Af2898C/jSyrW/Z5z8A3t2iarkprRWaSPS8x6/Ht03Ao8D5IjIAvBc4CMzZx0HgZvteHzBEcE6+RfBFU5toL9Qelo7ag9pDlE6yB6jTJowxp40xrxCzCWPMIyZQZ9+ObKujWQ5Bdq91Q34jdFHibjOwKWH5hcCrxphCbHnFtuz7U3b9VsM3tnbAAP8tIiMico9ddrExZhzA/t1gl2e5tvcSfAn/Argyss7RyHO1idZF7aExqD0EqD0EtKs9wPLbRHz5Mcfyjie17IWI/ATY6HjrPuBrwOcJLs7ngX8APoW/zYBLAJqE9Ul5r5Vol+N08YfGmBMisgE4KCLPJ6wrwD+JyBr7eojgl90bgJ8Af0lgC/cBf0TwTzf8XIiJ/FWbaD3UHhpDuxxnHLWHxtAux+miVpuIk3QN2/m8LIlUD5kx5kZjzHbH44fGmFPGmKIxpgT8C4ELFvxtBnzLJwncmPnY8opt2ffXAafrGWyDaUprhUZgjDlh/04A/0lwHU9Z1zH274Rd/Rjwj6EdAMeBtxP8Y50JbYLgF80Pga0E5yI8P+F5UZtoUdQeGobag9pDlLa0B6jLJmrRA8fs8/jyjmepsywHIi8/ADxjnz8E3G5nu2wmaL30GJ72AzZOfAj4sP38Jwi+rOG2wtkXHwb+x67fajSltcJyIyK9IrI2fA7cRHAdo+c9fj3usjNndgFT1j39MHCTiFxpQ9c3EeSGPAmcIUgCvd1u61HUJloStYeGovag9hCl7ewBGmIT6yM28bB974yI7LK5f3dFttXZ1DsbwNr3d4CngV8RnPSByHv3EcwgeYHIDAmCGRe/se/dF1m+heALOAr8O9Bjl6+2r0ft+1uWcsyNfPjG1soPe96fso9fh8dNkHPxU+BF+/cCu1yAr9gxPg3sjGzrUwStteYJcgMeAgaAnQRf2JcJ8jnUJlr0ofag9qD2oPbQZJsYtY9PRpaHNvES8GVsEftOf2ilfkVRFEVRlBVGK/UriqIoiqKsMCrIFEVRFEVRVhgVZIqiKIqiKCuMCjJFURRFUZQVRgWZoiiKoijKCqOCTFEURVEUZYVRQaYoiqIoirLCqCBTFEVRFEVZYf4fwE1ZJwFD+dMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 32 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_field()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 32 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_field()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
